FileBase DT1_rLS_20150721_720um ElecNo 6 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 413569 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 413569 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22068 members Mstep: Class 2 contains 21586 members Mstep: Class 3 contains 21884 members Mstep: Class 4 contains 21561 members Mstep: Class 5 contains 21982 members Mstep: Class 6 contains 22054 members Mstep: Class 7 contains 21894 members Mstep: Class 8 contains 21760 members Mstep: Class 9 contains 21637 members Mstep: Class 10 contains 21761 members Mstep: Class 11 contains 21630 members Mstep: Class 12 contains 21702 members Mstep: Class 13 contains 21537 members Mstep: Class 14 contains 21576 members Mstep: Class 15 contains 21672 members Mstep: Class 16 contains 21672 members Mstep: Class 17 contains 21936 members Mstep: Class 18 contains 21890 members Mstep: Class 19 contains 21767 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 56.912987 but Gain 588.432617 Score: -18751446.000000 Penalty: 10591.783203 Iteration 0F: 19 clusters Score -1.875145e+07 nChanged 391024 Entering Unmasked Mstep Mstep: Class 0 contains 879 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 10687 members Mstep: Class 3 contains 2031 members Mstep: Class 5 contains 46207 members Mstep: Class 6 contains 32127 members Mstep: Class 7 contains 26505 members Mstep: Class 8 contains 28256 members Mstep: Class 9 contains 28652 members Mstep: Class 10 contains 20829 members Mstep: Class 11 contains 7268 members Mstep: Class 12 contains 58310 members Mstep: Class 13 contains 3494 members Mstep: Class 14 contains 31670 members Mstep: Class 15 contains 8006 members Mstep: Class 16 contains 1643 members Mstep: Class 17 contains 24524 members Mstep: Class 18 contains 21146 members Mstep: Class 19 contains 56459 members Entering Unmasked Estep ConsiderDeletion Score: -20236380.000000 Penalty: 10591.783203 Iteration 1F: 19 clusters Score -2.023638e+07 nChanged 169701 Entering Unmasked Mstep Mstep: Class 0 contains 524 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 12021 members Mstep: Class 3 contains 1093 members Mstep: Class 5 contains 89632 members Mstep: Class 6 contains 13658 members Mstep: Class 7 contains 14134 members Mstep: Class 8 contains 26556 members Mstep: Class 9 contains 27326 members Mstep: Class 10 contains 6682 members Mstep: Class 11 contains 5434 members Mstep: Class 12 contains 103740 members Mstep: Class 13 contains 5429 members Mstep: Class 14 contains 15097 members Mstep: Class 15 contains 2948 members Mstep: Class 16 contains 706 members Mstep: Class 17 contains 18626 members Mstep: Class 18 contains 21985 members Mstep: Class 19 contains 46709 members Entering Unmasked Estep ConsiderDeletion Score: -20694732.000000 Penalty: 10591.783203 Iteration 2F: 19 clusters Score -2.069473e+07 nChanged 92674 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 13847 members Mstep: Class 3 contains 2053 members Mstep: Class 5 contains 108789 members Mstep: Class 6 contains 7076 members Mstep: Class 7 contains 14560 members Mstep: Class 8 contains 28216 members Mstep: Class 9 contains 25687 members Mstep: Class 10 contains 2139 members Mstep: Class 11 contains 3674 members Mstep: Class 12 contains 120700 members Mstep: Class 13 contains 6060 members Mstep: Class 14 contains 5693 members Mstep: Class 15 contains 1471 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 20239 members Mstep: Class 18 contains 19232 members Mstep: Class 19 contains 32889 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 573.223511 but Gain 588.432617 Score: -20880612.000000 Penalty: 10003.350586 Iteration 3F: 18 clusters Score -2.088061e+07 nChanged 59771 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 2 contains 15176 members Mstep: Class 3 contains 2843 members Mstep: Class 5 contains 112590 members Mstep: Class 6 contains 3810 members Mstep: Class 7 contains 21743 members Mstep: Class 8 contains 30712 members Mstep: Class 9 contains 23135 members Mstep: Class 10 contains 1262 members Mstep: Class 11 contains 1437 members Mstep: Class 12 contains 121864 members Mstep: Class 13 contains 6905 members Mstep: Class 14 contains 4252 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 415 members Mstep: Class 17 contains 25179 members Mstep: Class 18 contains 16005 members Mstep: Class 19 contains 25440 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 414.939575 but Gain 588.432617 Score: -20969024.000000 Penalty: 9414.917969 Iteration 4F: 17 clusters Score -2.096902e+07 nChanged 43290 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 16296 members Mstep: Class 3 contains 2803 members Mstep: Class 5 contains 106678 members Mstep: Class 6 contains 1691 members Mstep: Class 7 contains 28526 members Mstep: Class 8 contains 32804 members Mstep: Class 9 contains 21065 members Mstep: Class 10 contains 1376 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 121719 members Mstep: Class 13 contains 9698 members Mstep: Class 14 contains 6209 members Mstep: Class 16 contains 498 members Mstep: Class 17 contains 27982 members Mstep: Class 18 contains 14077 members Mstep: Class 19 contains 21512 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 518.076233 but Gain 588.431641 Score: -21025036.000000 Penalty: 8826.486328 Iteration 5F: 16 clusters Score -2.102504e+07 nChanged 33185 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 16562 members Mstep: Class 3 contains 2588 members Mstep: Class 5 contains 96072 members Mstep: Class 7 contains 32127 members Mstep: Class 8 contains 34762 members Mstep: Class 9 contains 19599 members Mstep: Class 10 contains 1870 members Mstep: Class 11 contains 494 members Mstep: Class 12 contains 124692 members Mstep: Class 13 contains 12513 members Mstep: Class 14 contains 9012 members Mstep: Class 16 contains 540 members Mstep: Class 17 contains 29089 members Mstep: Class 18 contains 12864 members Mstep: Class 19 contains 20744 members Entering Unmasked Estep ConsiderDeletion Score: -21057996.000000 Penalty: 8826.486328 Iteration 6F: 16 clusters Score -2.1058e+07 nChanged 27242 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 16243 members Mstep: Class 3 contains 2399 members Mstep: Class 5 contains 84311 members Mstep: Class 7 contains 33178 members Mstep: Class 8 contains 36528 members Mstep: Class 9 contains 18705 members Mstep: Class 10 contains 2410 members Mstep: Class 11 contains 554 members Mstep: Class 12 contains 129343 members Mstep: Class 13 contains 14899 members Mstep: Class 14 contains 12438 members Mstep: Class 16 contains 563 members Mstep: Class 17 contains 29047 members Mstep: Class 18 contains 12102 members Mstep: Class 19 contains 20815 members Entering Unmasked Estep ConsiderDeletion Score: -21078398.000000 Penalty: 8826.486328 Iteration 7F: 16 clusters Score -2.10784e+07 nChanged 24552 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 2 contains 15239 members Mstep: Class 3 contains 2244 members Mstep: Class 5 contains 72474 members Mstep: Class 7 contains 33298 members Mstep: Class 8 contains 37583 members Mstep: Class 9 contains 18159 members Mstep: Class 10 contains 3005 members Mstep: Class 11 contains 654 members Mstep: Class 12 contains 134752 members Mstep: Class 13 contains 17266 members Mstep: Class 14 contains 16893 members Mstep: Class 16 contains 553 members Mstep: Class 17 contains 28990 members Mstep: Class 18 contains 11578 members Mstep: Class 19 contains 20856 members Entering Unmasked Estep ConsiderDeletion Score: -21097088.000000 Penalty: 8826.486328 Iteration 8F: 16 clusters Score -2.109709e+07 nChanged 23243 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 2 contains 13801 members Mstep: Class 3 contains 2087 members Mstep: Class 5 contains 61030 members Mstep: Class 7 contains 32779 members Mstep: Class 8 contains 37424 members Mstep: Class 9 contains 17755 members Mstep: Class 10 contains 3576 members Mstep: Class 11 contains 801 members Mstep: Class 12 contains 140211 members Mstep: Class 13 contains 19680 members Mstep: Class 14 contains 22779 members Mstep: Class 16 contains 576 members Mstep: Class 17 contains 28908 members Mstep: Class 18 contains 11255 members Mstep: Class 19 contains 20886 members Entering Unmasked Estep ConsiderDeletion Score: -21114088.000000 Penalty: 8826.486328 Iteration 9F: 16 clusters Score -2.111409e+07 nChanged 23048 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 2 contains 12326 members Mstep: Class 3 contains 1913 members Mstep: Class 5 contains 48958 members Mstep: Class 7 contains 31853 members Mstep: Class 8 contains 36328 members Mstep: Class 9 contains 17389 members Mstep: Class 10 contains 4063 members Mstep: Class 11 contains 983 members Mstep: Class 12 contains 145268 members Mstep: Class 13 contains 22138 members Mstep: Class 14 contains 30958 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 28825 members Mstep: Class 18 contains 11040 members Mstep: Class 19 contains 20895 members Entering Unmasked Estep ConsiderDeletion Score: -21131502.000000 Penalty: 8826.486328 Iteration 10F: 16 clusters Score -2.11315e+07 nChanged 23817 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 10961 members Mstep: Class 3 contains 1740 members Mstep: Class 5 contains 35439 members Mstep: Class 7 contains 30683 members Mstep: Class 8 contains 34679 members Mstep: Class 9 contains 17078 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 1191 members Mstep: Class 12 contains 149734 members Mstep: Class 13 contains 24613 members Mstep: Class 14 contains 41778 members Mstep: Class 16 contains 661 members Mstep: Class 17 contains 28730 members Mstep: Class 18 contains 10938 members Mstep: Class 19 contains 20892 members Entering Unmasked Estep ConsiderDeletion Score: -21152540.000000 Penalty: 8826.486328 Iteration 11F: 16 clusters Score -2.115254e+07 nChanged 22033 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 2 contains 9538 members Mstep: Class 3 contains 1580 members Mstep: Class 5 contains 23947 members Mstep: Class 7 contains 29273 members Mstep: Class 8 contains 32523 members Mstep: Class 9 contains 16778 members Mstep: Class 10 contains 4704 members Mstep: Class 11 contains 1411 members Mstep: Class 12 contains 153972 members Mstep: Class 13 contains 27009 members Mstep: Class 14 contains 51708 members Mstep: Class 16 contains 718 members Mstep: Class 17 contains 28630 members Mstep: Class 18 contains 10873 members Mstep: Class 19 contains 20888 members Entering Unmasked Estep ConsiderDeletion Score: -21171136.000000 Penalty: 8826.486328 Iteration 12F: 16 clusters Score -2.117114e+07 nChanged 17556 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 8172 members Mstep: Class 3 contains 1437 members Mstep: Class 5 contains 17943 members Mstep: Class 7 contains 27660 members Mstep: Class 8 contains 29832 members Mstep: Class 9 contains 16423 members Mstep: Class 10 contains 4914 members Mstep: Class 11 contains 1653 members Mstep: Class 12 contains 158026 members Mstep: Class 13 contains 29388 members Mstep: Class 14 contains 57130 members Mstep: Class 16 contains 751 members Mstep: Class 17 contains 28511 members Mstep: Class 18 contains 10833 members Mstep: Class 19 contains 20880 members Entering Unmasked Estep ConsiderDeletion Score: -21187104.000000 Penalty: 8826.486328 Iteration 13Q: 16 clusters Score -2.11871e+07 nChanged 14900 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 6973 members Mstep: Class 3 contains 1369 members Mstep: Class 5 contains 15053 members Mstep: Class 7 contains 26092 members Mstep: Class 8 contains 26767 members Mstep: Class 9 contains 16052 members Mstep: Class 10 contains 5084 members Mstep: Class 11 contains 1849 members Mstep: Class 12 contains 161727 members Mstep: Class 13 contains 31725 members Mstep: Class 14 contains 60082 members Mstep: Class 16 contains 763 members Mstep: Class 17 contains 28368 members Mstep: Class 18 contains 10763 members Mstep: Class 19 contains 20887 members Entering Unmasked Estep ConsiderDeletion Score: -21207504.000000 Penalty: 8826.486328 Iteration 14Q: 16 clusters Score -2.12075e+07 nChanged 12348 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 5981 members Mstep: Class 3 contains 1348 members Mstep: Class 5 contains 14002 members Mstep: Class 7 contains 25963 members Mstep: Class 8 contains 23383 members Mstep: Class 9 contains 15695 members Mstep: Class 10 contains 5217 members Mstep: Class 11 contains 1989 members Mstep: Class 12 contains 164166 members Mstep: Class 13 contains 33433 members Mstep: Class 14 contains 61804 members Mstep: Class 16 contains 761 members Mstep: Class 17 contains 28244 members Mstep: Class 18 contains 10673 members Mstep: Class 19 contains 20897 members Entering Unmasked Estep ConsiderDeletion Score: -21223222.000000 Penalty: 8826.486328 Iteration 15Q: 16 clusters Score -2.122322e+07 nChanged 11209 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 5144 members Mstep: Class 3 contains 1357 members Mstep: Class 5 contains 15411 members Mstep: Class 7 contains 26125 members Mstep: Class 8 contains 20010 members Mstep: Class 9 contains 15268 members Mstep: Class 10 contains 5385 members Mstep: Class 11 contains 2064 members Mstep: Class 12 contains 164695 members Mstep: Class 13 contains 34793 members Mstep: Class 14 contains 62833 members Mstep: Class 16 contains 731 members Mstep: Class 17 contains 28143 members Mstep: Class 18 contains 10660 members Mstep: Class 19 contains 20936 members Entering Unmasked Estep ConsiderDeletion Score: -21232200.000000 Penalty: 8826.486328 Iteration 16Q: 16 clusters Score -2.12322e+07 nChanged 10919 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 4481 members Mstep: Class 3 contains 1379 members Mstep: Class 5 contains 17828 members Mstep: Class 7 contains 26235 members Mstep: Class 8 contains 16994 members Mstep: Class 9 contains 14797 members Mstep: Class 10 contains 5580 members Mstep: Class 11 contains 2114 members Mstep: Class 12 contains 164187 members Mstep: Class 13 contains 35949 members Mstep: Class 14 contains 63612 members Mstep: Class 16 contains 714 members Mstep: Class 17 contains 28055 members Mstep: Class 18 contains 10651 members Mstep: Class 19 contains 20979 members Entering Unmasked Estep ConsiderDeletion Score: -21237186.000000 Penalty: 8826.486328 Iteration 17Q: 16 clusters Score -2.123719e+07 nChanged 9465 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 3954 members Mstep: Class 3 contains 1403 members Mstep: Class 5 contains 20543 members Mstep: Class 7 contains 26334 members Mstep: Class 8 contains 14523 members Mstep: Class 9 contains 14328 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 2146 members Mstep: Class 12 contains 163057 members Mstep: Class 13 contains 36891 members Mstep: Class 14 contains 64266 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 27972 members Mstep: Class 18 contains 10638 members Mstep: Class 19 contains 21030 members Entering Unmasked Estep ConsiderDeletion Score: -21241038.000000 Penalty: 8826.486328 Iteration 18Q: 16 clusters Score -2.124104e+07 nChanged 8408 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 3508 members Mstep: Class 3 contains 1409 members Mstep: Class 5 contains 23462 members Mstep: Class 7 contains 26407 members Mstep: Class 8 contains 12603 members Mstep: Class 9 contains 13916 members Mstep: Class 10 contains 5984 members Mstep: Class 11 contains 2168 members Mstep: Class 12 contains 161245 members Mstep: Class 13 contains 37696 members Mstep: Class 14 contains 64844 members Mstep: Class 16 contains 692 members Mstep: Class 17 contains 27907 members Mstep: Class 18 contains 10640 members Mstep: Class 19 contains 21074 members Entering Unmasked Estep ConsiderDeletion Score: -21244678.000000 Penalty: 8826.486328 Iteration 19Q: 16 clusters Score -2.124468e+07 nChanged 7766 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 3134 members Mstep: Class 3 contains 1417 members Mstep: Class 5 contains 26713 members Mstep: Class 7 contains 26481 members Mstep: Class 8 contains 11181 members Mstep: Class 9 contains 13612 members Mstep: Class 10 contains 6236 members Mstep: Class 11 contains 2181 members Mstep: Class 12 contains 158576 members Mstep: Class 13 contains 38372 members Mstep: Class 14 contains 65339 members Mstep: Class 16 contains 692 members Mstep: Class 17 contains 27858 members Mstep: Class 18 contains 10654 members Mstep: Class 19 contains 21109 members Entering Unmasked Estep ConsiderDeletion Score: -21248474.000000 Penalty: 8826.486328 Iteration 20F: 16 clusters Score -2.124847e+07 nChanged 7585 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2844 members Mstep: Class 3 contains 1418 members Mstep: Class 5 contains 30313 members Mstep: Class 7 contains 26540 members Mstep: Class 8 contains 10121 members Mstep: Class 9 contains 13313 members Mstep: Class 10 contains 6474 members Mstep: Class 11 contains 2187 members Mstep: Class 12 contains 155189 members Mstep: Class 13 contains 39090 members Mstep: Class 14 contains 65757 members Mstep: Class 16 contains 700 members Mstep: Class 17 contains 27821 members Mstep: Class 18 contains 10650 members Mstep: Class 19 contains 21139 members Entering Unmasked Estep ConsiderDeletion Score: -21252082.000000 Penalty: 8826.486328 Iteration 21Q: 16 clusters Score -2.125208e+07 nChanged 7570 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2617 members Mstep: Class 3 contains 1420 members Mstep: Class 5 contains 34456 members Mstep: Class 7 contains 26591 members Mstep: Class 8 contains 9473 members Mstep: Class 9 contains 13052 members Mstep: Class 10 contains 6746 members Mstep: Class 11 contains 2194 members Mstep: Class 12 contains 151020 members Mstep: Class 13 contains 39629 members Mstep: Class 14 contains 66042 members Mstep: Class 16 contains 691 members Mstep: Class 17 contains 27782 members Mstep: Class 18 contains 10673 members Mstep: Class 19 contains 21170 members Entering Unmasked Estep ConsiderDeletion Score: -21256216.000000 Penalty: 8826.486328 Iteration 22Q: 16 clusters Score -2.125622e+07 nChanged 8171 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2457 members Mstep: Class 3 contains 1416 members Mstep: Class 5 contains 39381 members Mstep: Class 7 contains 26616 members Mstep: Class 8 contains 9100 members Mstep: Class 9 contains 12887 members Mstep: Class 10 contains 7030 members Mstep: Class 11 contains 2196 members Mstep: Class 12 contains 145904 members Mstep: Class 13 contains 40027 members Mstep: Class 14 contains 66223 members Mstep: Class 16 contains 695 members Mstep: Class 17 contains 27750 members Mstep: Class 18 contains 10675 members Mstep: Class 19 contains 21199 members Entering Unmasked Estep ConsiderDeletion Score: -21262474.000000 Penalty: 8826.486328 Iteration 23Q: 16 clusters Score -2.126247e+07 nChanged 9084 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2399 members Mstep: Class 3 contains 1420 members Mstep: Class 5 contains 45187 members Mstep: Class 7 contains 26633 members Mstep: Class 8 contains 8992 members Mstep: Class 9 contains 12870 members Mstep: Class 10 contains 7282 members Mstep: Class 11 contains 2200 members Mstep: Class 12 contains 139849 members Mstep: Class 13 contains 40227 members Mstep: Class 14 contains 66198 members Mstep: Class 16 contains 695 members Mstep: Class 17 contains 27728 members Mstep: Class 18 contains 10658 members Mstep: Class 19 contains 21218 members Entering Unmasked Estep ConsiderDeletion Score: -21273626.000000 Penalty: 8826.486328 Iteration 24Q: 16 clusters Score -2.127363e+07 nChanged 10618 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2486 members Mstep: Class 3 contains 1421 members Mstep: Class 5 contains 51850 members Mstep: Class 7 contains 26632 members Mstep: Class 8 contains 9029 members Mstep: Class 9 contains 13185 members Mstep: Class 10 contains 7446 members Mstep: Class 11 contains 2201 members Mstep: Class 12 contains 132976 members Mstep: Class 13 contains 40197 members Mstep: Class 14 contains 65850 members Mstep: Class 16 contains 698 members Mstep: Class 17 contains 27704 members Mstep: Class 18 contains 10640 members Mstep: Class 19 contains 21241 members Entering Unmasked Estep ConsiderDeletion Score: -21295054.000000 Penalty: 8826.486328 Iteration 25Q: 16 clusters Score -2.129505e+07 nChanged 9892 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2590 members Mstep: Class 3 contains 1428 members Mstep: Class 5 contains 56466 members Mstep: Class 7 contains 26626 members Mstep: Class 8 contains 8855 members Mstep: Class 9 contains 14004 members Mstep: Class 10 contains 7358 members Mstep: Class 11 contains 2202 members Mstep: Class 12 contains 129004 members Mstep: Class 13 contains 39978 members Mstep: Class 14 contains 64862 members Mstep: Class 16 contains 673 members Mstep: Class 17 contains 27686 members Mstep: Class 18 contains 10565 members Mstep: Class 19 contains 21259 members Entering Unmasked Estep ConsiderDeletion Score: -21314712.000000 Penalty: 8826.486328 Iteration 26Q: 16 clusters Score -2.131471e+07 nChanged 8960 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2661 members Mstep: Class 3 contains 1437 members Mstep: Class 5 contains 59272 members Mstep: Class 7 contains 26614 members Mstep: Class 8 contains 8519 members Mstep: Class 9 contains 15243 members Mstep: Class 10 contains 6976 members Mstep: Class 11 contains 2203 members Mstep: Class 12 contains 127898 members Mstep: Class 13 contains 39223 members Mstep: Class 14 contains 63380 members Mstep: Class 16 contains 657 members Mstep: Class 17 contains 27665 members Mstep: Class 18 contains 10528 members Mstep: Class 19 contains 21280 members Entering Unmasked Estep ConsiderDeletion Score: -21326392.000000 Penalty: 8826.486328 Iteration 27Q: 16 clusters Score -2.132639e+07 nChanged 7866 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2662 members Mstep: Class 3 contains 1434 members Mstep: Class 5 contains 61789 members Mstep: Class 7 contains 26613 members Mstep: Class 8 contains 8205 members Mstep: Class 9 contains 16619 members Mstep: Class 10 contains 6442 members Mstep: Class 11 contains 2204 members Mstep: Class 12 contains 127744 members Mstep: Class 13 contains 37746 members Mstep: Class 14 contains 61908 members Mstep: Class 16 contains 689 members Mstep: Class 17 contains 27647 members Mstep: Class 18 contains 10557 members Mstep: Class 19 contains 21297 members Entering Unmasked Estep ConsiderDeletion Score: -21332856.000000 Penalty: 8826.486328 Iteration 28Q: 16 clusters Score -2.133286e+07 nChanged 6316 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2620 members Mstep: Class 3 contains 1441 members Mstep: Class 5 contains 63701 members Mstep: Class 7 contains 26628 members Mstep: Class 8 contains 8068 members Mstep: Class 9 contains 17948 members Mstep: Class 10 contains 5927 members Mstep: Class 11 contains 2205 members Mstep: Class 12 contains 127807 members Mstep: Class 13 contains 36307 members Mstep: Class 14 contains 60750 members Mstep: Class 16 contains 774 members Mstep: Class 17 contains 27626 members Mstep: Class 18 contains 10436 members Mstep: Class 19 contains 21318 members Entering Unmasked Estep ConsiderDeletion Score: -21335760.000000 Penalty: 8826.486328 Iteration 29Q: 16 clusters Score -2.133576e+07 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2619 members Mstep: Class 3 contains 1452 members Mstep: Class 5 contains 64907 members Mstep: Class 7 contains 26636 members Mstep: Class 8 contains 7981 members Mstep: Class 9 contains 19003 members Mstep: Class 10 contains 5519 members Mstep: Class 11 contains 2209 members Mstep: Class 12 contains 127946 members Mstep: Class 13 contains 35229 members Mstep: Class 14 contains 59806 members Mstep: Class 16 contains 884 members Mstep: Class 17 contains 27598 members Mstep: Class 18 contains 10422 members Mstep: Class 19 contains 21345 members Entering Unmasked Estep ConsiderDeletion Score: -21337292.000000 Penalty: 8826.486328 Iteration 30Q: 16 clusters Score -2.133729e+07 nChanged 3766 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 2607 members Mstep: Class 3 contains 1454 members Mstep: Class 5 contains 65743 members Mstep: Class 7 contains 26636 members Mstep: Class 8 contains 7919 members Mstep: Class 9 contains 19849 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 2215 members Mstep: Class 12 contains 128092 members Mstep: Class 13 contains 34446 members Mstep: Class 14 contains 59037 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 27568 members Mstep: Class 18 contains 10423 members Mstep: Class 19 contains 21373 members Entering Unmasked Estep ConsiderDeletion Score: -21338592.000000 Penalty: 8826.486328 Iteration 31Q: 16 clusters Score -2.133859e+07 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 2606 members Mstep: Class 3 contains 1456 members Mstep: Class 5 contains 66371 members Mstep: Class 7 contains 26636 members Mstep: Class 8 contains 7860 members Mstep: Class 9 contains 20495 members Mstep: Class 10 contains 4902 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 128183 members Mstep: Class 13 contains 33854 members Mstep: Class 14 contains 58429 members Mstep: Class 16 contains 1200 members Mstep: Class 17 contains 27538 members Mstep: Class 18 contains 10404 members Mstep: Class 19 contains 21402 members Entering Unmasked Estep ConsiderDeletion Score: -21339308.000000 Penalty: 8826.486328 Iteration 32Q: 16 clusters Score -2.133931e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 2585 members Mstep: Class 3 contains 1465 members Mstep: Class 5 contains 66841 members Mstep: Class 7 contains 26638 members Mstep: Class 8 contains 7760 members Mstep: Class 9 contains 21065 members Mstep: Class 10 contains 4659 members Mstep: Class 11 contains 2224 members Mstep: Class 12 contains 128251 members Mstep: Class 13 contains 33411 members Mstep: Class 14 contains 57934 members Mstep: Class 16 contains 1394 members Mstep: Class 17 contains 27504 members Mstep: Class 18 contains 10388 members Mstep: Class 19 contains 21435 members Entering Unmasked Estep ConsiderDeletion Score: -21340342.000000 Penalty: 8826.486328 Iteration 33Q: 16 clusters Score -2.134034e+07 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 2543 members Mstep: Class 3 contains 1478 members Mstep: Class 5 contains 67221 members Mstep: Class 7 contains 26646 members Mstep: Class 8 contains 7656 members Mstep: Class 9 contains 21518 members Mstep: Class 10 contains 4459 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 128315 members Mstep: Class 13 contains 33059 members Mstep: Class 14 contains 57486 members Mstep: Class 16 contains 1637 members Mstep: Class 17 contains 27478 members Mstep: Class 18 contains 10371 members Mstep: Class 19 contains 21467 members Entering Unmasked Estep ConsiderDeletion Score: -21341272.000000 Penalty: 8826.486328 Iteration 34Q: 16 clusters Score -2.134127e+07 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 2449 members Mstep: Class 3 contains 1492 members Mstep: Class 5 contains 67490 members Mstep: Class 7 contains 26657 members Mstep: Class 8 contains 7546 members Mstep: Class 9 contains 21999 members Mstep: Class 10 contains 4285 members Mstep: Class 11 contains 2226 members Mstep: Class 12 contains 128265 members Mstep: Class 13 contains 32816 members Mstep: Class 14 contains 57127 members Mstep: Class 16 contains 1893 members Mstep: Class 17 contains 27447 members Mstep: Class 18 contains 10358 members Mstep: Class 19 contains 21500 members Entering Unmasked Estep ConsiderDeletion Score: -21342138.000000 Penalty: 8826.486328 Iteration 35Q: 16 clusters Score -2.134214e+07 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 2 contains 2347 members Mstep: Class 3 contains 1514 members Mstep: Class 5 contains 67685 members Mstep: Class 7 contains 26662 members Mstep: Class 8 contains 7425 members Mstep: Class 9 contains 22410 members Mstep: Class 10 contains 4158 members Mstep: Class 11 contains 2222 members Mstep: Class 12 contains 128159 members Mstep: Class 13 contains 32625 members Mstep: Class 14 contains 56852 members Mstep: Class 16 contains 2187 members Mstep: Class 17 contains 27423 members Mstep: Class 18 contains 10342 members Mstep: Class 19 contains 21538 members Entering Unmasked Estep ConsiderDeletion Score: -21343212.000000 Penalty: 8826.486328 Iteration 36Q: 16 clusters Score -2.134321e+07 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 2227 members Mstep: Class 3 contains 1530 members Mstep: Class 5 contains 67827 members Mstep: Class 7 contains 26662 members Mstep: Class 8 contains 7309 members Mstep: Class 9 contains 22827 members Mstep: Class 10 contains 4043 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 127984 members Mstep: Class 13 contains 32498 members Mstep: Class 14 contains 56613 members Mstep: Class 16 contains 2506 members Mstep: Class 17 contains 27397 members Mstep: Class 18 contains 10334 members Mstep: Class 19 contains 21570 members Entering Unmasked Estep ConsiderDeletion Score: -21344040.000000 Penalty: 8826.486328 Iteration 37Q: 16 clusters Score -2.134404e+07 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 2 contains 2120 members Mstep: Class 3 contains 1548 members Mstep: Class 5 contains 67950 members Mstep: Class 7 contains 26661 members Mstep: Class 8 contains 7203 members Mstep: Class 9 contains 23207 members Mstep: Class 10 contains 3952 members Mstep: Class 11 contains 2212 members Mstep: Class 12 contains 127728 members Mstep: Class 13 contains 32389 members Mstep: Class 14 contains 56428 members Mstep: Class 16 contains 2844 members Mstep: Class 17 contains 27379 members Mstep: Class 18 contains 10326 members Mstep: Class 19 contains 21597 members Entering Unmasked Estep ConsiderDeletion Score: -21344808.000000 Penalty: 8826.486328 Iteration 38Q: 16 clusters Score -2.134481e+07 nChanged 1934 Entering ConstructFrom: Score: -21344808.000000 Penalty: 8826.486328 Entering ConstructFrom: Trying to split cluster 2 (2026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Entering Unmasked Estep Score: -102771.914062 Penalty: 346.428741 Iteration 0F: 2 clusters Score -102771.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -101315.453125 Penalty: 692.857483 Iteration 0F: 3 clusters Score -101315.5 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -101844.492188 Penalty: 692.857483 Iteration 1F: 3 clusters Score -101844.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -101936.484375 Penalty: 692.857483 Iteration 2F: 3 clusters Score -101936.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102008.750000 Penalty: 692.857483 Iteration 3F: 3 clusters Score -102008.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -102063.414062 Penalty: 692.857483 Iteration 4Q: 3 clusters Score -102063.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -102128.710938 Penalty: 692.857483 Iteration 5Q: 3 clusters Score -102128.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -102198.585938 Penalty: 692.857483 Iteration 6Q: 3 clusters Score -102198.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -102246.210938 Penalty: 692.857483 Iteration 7Q: 3 clusters Score -102246.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -102275.445312 Penalty: 692.857483 Iteration 8Q: 3 clusters Score -102275.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -102299.539062 Penalty: 692.857483 Iteration 9Q: 3 clusters Score -102299.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -102319.906250 Penalty: 692.857483 Iteration 10Q: 3 clusters Score -102319.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -102336.203125 Penalty: 692.857483 Iteration 11Q: 3 clusters Score -102336.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -102344.937500 Penalty: 692.857483 Iteration 12Q: 3 clusters Score -102344.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -102351.375000 Penalty: 692.857483 Iteration 13Q: 3 clusters Score -102351.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -102358.257812 Penalty: 692.857483 Iteration 14Q: 3 clusters Score -102358.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -102367.562500 Penalty: 692.857483 Iteration 15Q: 3 clusters Score -102367.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -102378.125000 Penalty: 692.857483 Iteration 16Q: 3 clusters Score -102378.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -102384.867188 Penalty: 692.857483 Iteration 17Q: 3 clusters Score -102384.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -102391.992188 Penalty: 692.857483 Iteration 18Q: 3 clusters Score -102392 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -102398.031250 Penalty: 692.857483 Iteration 19Q: 3 clusters Score -102398 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -102404.484375 Penalty: 692.857483 Iteration 20F: 3 clusters Score -102404.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -102406.710938 Penalty: 692.857483 Iteration 21Q: 3 clusters Score -102406.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -102407.109375 Penalty: 692.857483 Iteration 22Q: 3 clusters Score -102407.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -102408.093750 Penalty: 692.857483 Iteration 23Q: 3 clusters Score -102408.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -102409.140625 Penalty: 692.857483 Iteration 24Q: 3 clusters Score -102409.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -102411.179688 Penalty: 692.857483 Iteration 25Q: 3 clusters Score -102411.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -102413.515625 Penalty: 692.857483 Iteration 26Q: 3 clusters Score -102413.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -102414.625000 Penalty: 692.857483 Iteration 27Q: 3 clusters Score -102414.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -102415.421875 Penalty: 692.857483 Iteration 28Q: 3 clusters Score -102415.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -102416.218750 Penalty: 692.857483 Iteration 29Q: 3 clusters Score -102416.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -102417.203125 Penalty: 692.857483 Iteration 30Q: 3 clusters Score -102417.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -102417.203125 Penalty: 692.857483 Iteration 31F: 3 clusters Score -102417.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Entering Unmasked Estep Score: -59369.554688 Penalty: 334.942566 Iteration 0F: 2 clusters Score -59369.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -58307.382812 Penalty: 669.885132 Iteration 0F: 3 clusters Score -58307.38 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -59067.300781 Penalty: 669.885132 Iteration 1F: 3 clusters Score -59067.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -59392.890625 Penalty: 669.885132 Iteration 2F: 3 clusters Score -59392.89 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -59578.304688 Penalty: 669.885132 Iteration 3F: 3 clusters Score -59578.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -59687.593750 Penalty: 669.885132 Iteration 4F: 3 clusters Score -59687.59 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -59772.984375 Penalty: 669.885132 Iteration 5Q: 3 clusters Score -59772.98 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -59836.199219 Penalty: 669.885132 Iteration 6Q: 3 clusters Score -59836.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -59894.335938 Penalty: 669.885132 Iteration 7Q: 3 clusters Score -59894.34 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -59960.976562 Penalty: 669.885132 Iteration 8Q: 3 clusters Score -59960.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -59999.914062 Penalty: 669.885132 Iteration 9Q: 3 clusters Score -59999.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -60023.136719 Penalty: 669.885132 Iteration 10Q: 3 clusters Score -60023.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -60031.687500 Penalty: 669.885132 Iteration 11Q: 3 clusters Score -60031.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -60032.964844 Penalty: 669.885132 Iteration 12Q: 3 clusters Score -60032.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -60033.582031 Penalty: 669.885132 Iteration 13Q: 3 clusters Score -60033.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -60033.933594 Penalty: 669.885132 Iteration 14Q: 3 clusters Score -60033.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -60034.062500 Penalty: 669.885132 Iteration 15Q: 3 clusters Score -60034.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -60056.101562 Penalty: 669.885132 Iteration 16F: 3 clusters Score -60056.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -60065.699219 Penalty: 669.885132 Iteration 17Q: 3 clusters Score -60065.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -60070.207031 Penalty: 669.885132 Iteration 18Q: 3 clusters Score -60070.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -60073.777344 Penalty: 669.885132 Iteration 19Q: 3 clusters Score -60073.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -60074.796875 Penalty: 669.885132 Iteration 20F: 3 clusters Score -60074.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -60075.468750 Penalty: 669.885132 Iteration 21Q: 3 clusters Score -60075.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -60076.199219 Penalty: 669.885132 Iteration 22Q: 3 clusters Score -60076.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -60076.640625 Penalty: 669.885132 Iteration 23Q: 3 clusters Score -60076.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -60077.308594 Penalty: 669.885132 Iteration 24Q: 3 clusters Score -60077.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -60078.125000 Penalty: 669.885132 Iteration 25Q: 3 clusters Score -60078.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -60078.976562 Penalty: 669.885132 Iteration 26Q: 3 clusters Score -60078.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -60079.195312 Penalty: 669.885132 Iteration 27Q: 3 clusters Score -60079.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -60079.195312 Penalty: 669.885132 Iteration 28F: 3 clusters Score -60079.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 5 contains 68052 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 23579 members Mstep: Class 10 contains 3868 members Mstep: Class 11 contains 2209 members Mstep: Class 12 contains 127438 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Entering Unmasked Estep Score: -21345762.000000 Penalty: 9414.917969 Splitting cluster 3 changes total score from -21344808.000000 to -21345762.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 5 (68052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68052 members Entering Unmasked Estep Score: -3708751.250000 Penalty: 506.325226 Iteration 0F: 2 clusters Score -3708751 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34040 members Mstep: Class 2 contains 34012 members Entering Unmasked Estep Score: -3662984.250000 Penalty: 1012.650452 Iteration 0F: 3 clusters Score -3662984 nChanged 33245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33369 members Mstep: Class 2 contains 34683 members Entering Unmasked Estep Score: -3683307.000000 Penalty: 1012.650452 Iteration 1F: 3 clusters Score -3683307 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33528 members Mstep: Class 2 contains 34524 members Entering Unmasked Estep Score: -3685224.750000 Penalty: 1012.650452 Iteration 2F: 3 clusters Score -3685225 nChanged 4483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34419 members Mstep: Class 2 contains 33633 members Entering Unmasked Estep Score: -3688099.000000 Penalty: 1012.650452 Iteration 3F: 3 clusters Score -3688099 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36228 members Mstep: Class 2 contains 31824 members Entering Unmasked Estep Score: -3692231.250000 Penalty: 1012.650452 Iteration 4F: 3 clusters Score -3692231 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38332 members Mstep: Class 2 contains 29720 members Entering Unmasked Estep Score: -3697113.750000 Penalty: 1012.650452 Iteration 5F: 3 clusters Score -3697114 nChanged 4837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39739 members Mstep: Class 2 contains 28313 members Entering Unmasked Estep Score: -3700814.000000 Penalty: 1012.650452 Iteration 6F: 3 clusters Score -3700814 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 27692 members Entering Unmasked Estep Score: -3702698.750000 Penalty: 1012.650452 Iteration 7F: 3 clusters Score -3702699 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40546 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -3703457.500000 Penalty: 1012.650452 Iteration 8Q: 3 clusters Score -3703458 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40673 members Mstep: Class 2 contains 27379 members Entering Unmasked Estep Score: -3703802.250000 Penalty: 1012.650452 Iteration 9Q: 3 clusters Score -3703802 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40823 members Mstep: Class 2 contains 27229 members Entering Unmasked Estep Score: -3703978.250000 Penalty: 1012.650452 Iteration 10Q: 3 clusters Score -3703978 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40969 members Mstep: Class 2 contains 27083 members Entering Unmasked Estep Score: -3704080.500000 Penalty: 1012.650452 Iteration 11Q: 3 clusters Score -3704080 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41118 members Mstep: Class 2 contains 26934 members Entering Unmasked Estep Score: -3704163.250000 Penalty: 1012.650452 Iteration 12Q: 3 clusters Score -3704163 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41305 members Mstep: Class 2 contains 26747 members Entering Unmasked Estep Score: -3704200.250000 Penalty: 1012.650452 Iteration 13Q: 3 clusters Score -3704200 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41507 members Mstep: Class 2 contains 26545 members Entering Unmasked Estep Score: -3704262.750000 Penalty: 1012.650452 Iteration 14Q: 3 clusters Score -3704263 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41721 members Mstep: Class 2 contains 26331 members Entering Unmasked Estep Score: -3704316.500000 Penalty: 1012.650452 Iteration 15Q: 3 clusters Score -3704316 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41927 members Mstep: Class 2 contains 26125 members Entering Unmasked Estep Score: -3704358.000000 Penalty: 1012.650452 Iteration 16Q: 3 clusters Score -3704358 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42132 members Mstep: Class 2 contains 25920 members Entering Unmasked Estep Score: -3704377.000000 Penalty: 1012.650452 Iteration 17Q: 3 clusters Score -3704377 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42346 members Mstep: Class 2 contains 25706 members Entering Unmasked Estep Score: -3704405.250000 Penalty: 1012.650452 Iteration 18Q: 3 clusters Score -3704405 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42526 members Mstep: Class 2 contains 25526 members Entering Unmasked Estep Score: -3704410.750000 Penalty: 1012.650452 Iteration 19Q: 3 clusters Score -3704411 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42697 members Mstep: Class 2 contains 25355 members Entering Unmasked Estep Score: -3704432.000000 Penalty: 1012.650452 Iteration 20F: 3 clusters Score -3704432 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42847 members Mstep: Class 2 contains 25205 members Entering Unmasked Estep Score: -3704429.500000 Penalty: 1012.650452 Iteration 21Q: 3 clusters Score -3704430 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43003 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -3704424.750000 Penalty: 1012.650452 Iteration 22Q: 3 clusters Score -3704425 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43150 members Mstep: Class 2 contains 24902 members Entering Unmasked Estep Score: -3704435.750000 Penalty: 1012.650452 Iteration 23Q: 3 clusters Score -3704436 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43297 members Mstep: Class 2 contains 24755 members Entering Unmasked Estep Score: -3704451.750000 Penalty: 1012.650452 Iteration 24Q: 3 clusters Score -3704452 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43453 members Mstep: Class 2 contains 24599 members Entering Unmasked Estep Score: -3704468.750000 Penalty: 1012.650452 Iteration 25Q: 3 clusters Score -3704469 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43579 members Mstep: Class 2 contains 24473 members Entering Unmasked Estep Score: -3704475.250000 Penalty: 1012.650452 Iteration 26Q: 3 clusters Score -3704475 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43709 members Mstep: Class 2 contains 24343 members Entering Unmasked Estep Score: -3704482.000000 Penalty: 1012.650452 Iteration 27Q: 3 clusters Score -3704482 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43854 members Mstep: Class 2 contains 24198 members Entering Unmasked Estep Score: -3704498.000000 Penalty: 1012.650452 Iteration 28Q: 3 clusters Score -3704498 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44001 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -3704497.250000 Penalty: 1012.650452 Iteration 29Q: 3 clusters Score -3704497 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44156 members Mstep: Class 2 contains 23896 members Entering Unmasked Estep Score: -3704512.750000 Penalty: 1012.650452 Iteration 30Q: 3 clusters Score -3704513 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44308 members Mstep: Class 2 contains 23744 members Entering Unmasked Estep Score: -3704502.750000 Penalty: 1012.650452 Iteration 31Q: 3 clusters Score -3704503 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44457 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -3704496.750000 Penalty: 1012.650452 Iteration 32Q: 3 clusters Score -3704497 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44605 members Mstep: Class 2 contains 23447 members Entering Unmasked Estep Score: -3704497.000000 Penalty: 1012.650452 Iteration 33Q: 3 clusters Score -3704497 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44778 members Mstep: Class 2 contains 23274 members Entering Unmasked Estep Score: -3704518.250000 Penalty: 1012.650452 Iteration 34Q: 3 clusters Score -3704518 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44970 members Mstep: Class 2 contains 23082 members Entering Unmasked Estep Score: -3704527.500000 Penalty: 1012.650452 Iteration 35Q: 3 clusters Score -3704528 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45161 members Mstep: Class 2 contains 22891 members Entering Unmasked Estep Score: -3704530.750000 Penalty: 1012.650452 Iteration 36Q: 3 clusters Score -3704531 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45352 members Mstep: Class 2 contains 22700 members Entering Unmasked Estep Score: -3704550.500000 Penalty: 1012.650452 Iteration 37Q: 3 clusters Score -3704550 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45532 members Mstep: Class 2 contains 22520 members Entering Unmasked Estep Score: -3704556.000000 Penalty: 1012.650452 Iteration 38Q: 3 clusters Score -3704556 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45714 members Mstep: Class 2 contains 22338 members Entering Unmasked Estep Score: -3704553.000000 Penalty: 1012.650452 Iteration 39Q: 3 clusters Score -3704553 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45889 members Mstep: Class 2 contains 22163 members Entering Unmasked Estep Score: -3704568.500000 Penalty: 1012.650452 Iteration 40F: 3 clusters Score -3704568 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46044 members Mstep: Class 2 contains 22008 members Entering Unmasked Estep Score: -3704571.750000 Penalty: 1012.650452 Iteration 41Q: 3 clusters Score -3704572 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46218 members Mstep: Class 2 contains 21834 members Entering Unmasked Estep Score: -3704588.750000 Penalty: 1012.650452 Iteration 42Q: 3 clusters Score -3704589 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46390 members Mstep: Class 2 contains 21662 members Entering Unmasked Estep Score: -3704584.000000 Penalty: 1012.650452 Iteration 43Q: 3 clusters Score -3704584 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46584 members Mstep: Class 2 contains 21468 members Entering Unmasked Estep Score: -3704596.250000 Penalty: 1012.650452 Iteration 44Q: 3 clusters Score -3704596 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46819 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -3704620.750000 Penalty: 1012.650452 Iteration 45Q: 3 clusters Score -3704621 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47090 members Mstep: Class 2 contains 20962 members Entering Unmasked Estep Score: -3704657.500000 Penalty: 1012.650452 Iteration 46Q: 3 clusters Score -3704658 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47349 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -3704671.500000 Penalty: 1012.650452 Iteration 47Q: 3 clusters Score -3704672 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47624 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -3704685.250000 Penalty: 1012.650452 Iteration 48Q: 3 clusters Score -3704685 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47911 members Mstep: Class 2 contains 20141 members Entering Unmasked Estep Score: -3704699.250000 Penalty: 1012.650452 Iteration 49Q: 3 clusters Score -3704699 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48175 members Mstep: Class 2 contains 19877 members Entering Unmasked Estep Score: -3704732.750000 Penalty: 1012.650452 Iteration 50Q: 3 clusters Score -3704733 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48455 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -3704749.000000 Penalty: 1012.650452 Iteration 51Q: 3 clusters Score -3704749 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48732 members Mstep: Class 2 contains 19320 members Entering Unmasked Estep Score: -3704768.750000 Penalty: 1012.650452 Iteration 52Q: 3 clusters Score -3704769 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48987 members Mstep: Class 2 contains 19065 members Entering Unmasked Estep Score: -3704781.500000 Penalty: 1012.650452 Iteration 53Q: 3 clusters Score -3704782 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49249 members Mstep: Class 2 contains 18803 members Entering Unmasked Estep Score: -3704782.500000 Penalty: 1012.650452 Iteration 54Q: 3 clusters Score -3704782 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49520 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -3704813.000000 Penalty: 1012.650452 Iteration 55Q: 3 clusters Score -3704813 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49806 members Mstep: Class 2 contains 18246 members Entering Unmasked Estep Score: -3704837.750000 Penalty: 1012.650452 Iteration 56Q: 3 clusters Score -3704838 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50089 members Mstep: Class 2 contains 17963 members Entering Unmasked Estep Score: -3704853.000000 Penalty: 1012.650452 Iteration 57Q: 3 clusters Score -3704853 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50379 members Mstep: Class 2 contains 17673 members Entering Unmasked Estep Score: -3704877.000000 Penalty: 1012.650452 Iteration 58Q: 3 clusters Score -3704877 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50674 members Mstep: Class 2 contains 17378 members Entering Unmasked Estep Score: -3704899.250000 Penalty: 1012.650452 Iteration 59Q: 3 clusters Score -3704899 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50965 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -3704916.500000 Penalty: 1012.650452 Iteration 60F: 3 clusters Score -3704916 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51253 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -3704944.750000 Penalty: 1012.650452 Iteration 61Q: 3 clusters Score -3704945 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51550 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -3704978.250000 Penalty: 1012.650452 Iteration 62Q: 3 clusters Score -3704978 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51839 members Mstep: Class 2 contains 16213 members Entering Unmasked Estep Score: -3705002.000000 Penalty: 1012.650452 Iteration 63Q: 3 clusters Score -3705002 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52157 members Mstep: Class 2 contains 15895 members Entering Unmasked Estep Score: -3705041.000000 Penalty: 1012.650452 Iteration 64Q: 3 clusters Score -3705041 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52476 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -3705053.000000 Penalty: 1012.650452 Iteration 65Q: 3 clusters Score -3705053 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52792 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -3705096.250000 Penalty: 1012.650452 Iteration 66Q: 3 clusters Score -3705096 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53117 members Mstep: Class 2 contains 14935 members Entering Unmasked Estep Score: -3705129.000000 Penalty: 1012.650452 Iteration 67Q: 3 clusters Score -3705129 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53450 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -3705154.750000 Penalty: 1012.650452 Iteration 68Q: 3 clusters Score -3705155 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53786 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -3705195.500000 Penalty: 1012.650452 Iteration 69Q: 3 clusters Score -3705196 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54133 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -3705212.750000 Penalty: 1012.650452 Iteration 70Q: 3 clusters Score -3705213 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54448 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -3705245.250000 Penalty: 1012.650452 Iteration 71Q: 3 clusters Score -3705245 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54747 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -3705291.250000 Penalty: 1012.650452 Iteration 72Q: 3 clusters Score -3705291 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55068 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -3705317.250000 Penalty: 1012.650452 Iteration 73Q: 3 clusters Score -3705317 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55382 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -3705356.000000 Penalty: 1012.650452 Iteration 74Q: 3 clusters Score -3705356 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55696 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -3705377.500000 Penalty: 1012.650452 Iteration 75Q: 3 clusters Score -3705378 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56011 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -3705412.500000 Penalty: 1012.650452 Iteration 76Q: 3 clusters Score -3705412 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56349 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -3705440.250000 Penalty: 1012.650452 Iteration 77Q: 3 clusters Score -3705440 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56688 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -3705497.000000 Penalty: 1012.650452 Iteration 78Q: 3 clusters Score -3705497 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57028 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -3705541.750000 Penalty: 1012.650452 Iteration 79Q: 3 clusters Score -3705542 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57406 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -3705593.500000 Penalty: 1012.650452 Iteration 80F: 3 clusters Score -3705594 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57807 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -3705663.750000 Penalty: 1012.650452 Iteration 81Q: 3 clusters Score -3705664 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58218 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -3705728.500000 Penalty: 1012.650452 Iteration 82Q: 3 clusters Score -3705728 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58684 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -3705806.750000 Penalty: 1012.650452 Iteration 83Q: 3 clusters Score -3705807 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59195 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -3705908.000000 Penalty: 1012.650452 Iteration 84Q: 3 clusters Score -3705908 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59768 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -3706077.750000 Penalty: 1012.650452 Iteration 85Q: 3 clusters Score -3706078 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60394 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -3706240.500000 Penalty: 1012.650452 Iteration 86Q: 3 clusters Score -3706240 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61089 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -3706496.500000 Penalty: 1012.650452 Iteration 87Q: 3 clusters Score -3706496 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61815 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -3706756.500000 Penalty: 1012.650452 Iteration 88Q: 3 clusters Score -3706756 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62503 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -3707016.250000 Penalty: 1012.650452 Iteration 89Q: 3 clusters Score -3707016 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63181 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -3707289.750000 Penalty: 1012.650452 Iteration 90Q: 3 clusters Score -3707290 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63863 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -3707582.250000 Penalty: 1012.650452 Iteration 91Q: 3 clusters Score -3707582 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64487 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -3707887.000000 Penalty: 1012.650452 Iteration 92Q: 3 clusters Score -3707887 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65034 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -3708201.500000 Penalty: 1012.650452 Iteration 93Q: 3 clusters Score -3708202 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65463 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -3708472.500000 Penalty: 1012.650452 Iteration 94Q: 3 clusters Score -3708472 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65777 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -3708742.250000 Penalty: 1012.650452 Iteration 95Q: 3 clusters Score -3708742 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66000 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -3709085.750000 Penalty: 1012.650452 Iteration 96Q: 3 clusters Score -3709086 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66117 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -3709423.750000 Penalty: 1012.650452 Iteration 97Q: 3 clusters Score -3709424 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66151 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -3709638.750000 Penalty: 1012.650452 Iteration 98Q: 3 clusters Score -3709639 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66159 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -3709737.500000 Penalty: 1012.650452 Iteration 99Q: 3 clusters Score -3709738 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66179 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -3709778.500000 Penalty: 1012.650452 Iteration 100F: 3 clusters Score -3709778 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66186 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -3709803.750000 Penalty: 1012.650452 Iteration 101Q: 3 clusters Score -3709804 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66195 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -3709814.250000 Penalty: 1012.650452 Iteration 102Q: 3 clusters Score -3709814 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66203 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -3709815.750000 Penalty: 1012.650452 Iteration 103Q: 3 clusters Score -3709816 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66214 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -3709820.750000 Penalty: 1012.650452 Iteration 104Q: 3 clusters Score -3709821 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66218 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -3709815.500000 Penalty: 1012.650452 Iteration 105Q: 3 clusters Score -3709816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66227 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -3709818.250000 Penalty: 1012.650452 Iteration 106Q: 3 clusters Score -3709818 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66240 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -3709823.500000 Penalty: 1012.650452 Iteration 107Q: 3 clusters Score -3709824 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66248 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -3709832.750000 Penalty: 1012.650452 Iteration 108Q: 3 clusters Score -3709833 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -3709830.500000 Penalty: 1012.650452 Iteration 109Q: 3 clusters Score -3709830 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66258 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -3709836.000000 Penalty: 1012.650452 Iteration 110Q: 3 clusters Score -3709836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66258 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -3709836.750000 Penalty: 1012.650452 Iteration 111Q: 3 clusters Score -3709837 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66258 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -3709835.750000 Penalty: 1012.650452 Iteration 112Q: 3 clusters Score -3709836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -3709832.500000 Penalty: 1012.650452 Iteration 113Q: 3 clusters Score -3709832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66256 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -3709835.250000 Penalty: 1012.650452 Iteration 114Q: 3 clusters Score -3709835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66256 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -3709835.250000 Penalty: 1012.650452 Iteration 115F: 3 clusters Score -3709835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 23579 members Mstep: Class 10 contains 3868 members Mstep: Class 11 contains 2209 members Mstep: Class 12 contains 127438 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Entering Unmasked Estep Score: -21346830.000000 Penalty: 10003.350586 Splitting cluster 5 changes total score from -21344808.000000 to -21346830.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 7 (26654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26654 members Entering Unmasked Estep Score: -1491141.500000 Penalty: 463.676605 Iteration 0F: 2 clusters Score -1491142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13372 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -1473319.750000 Penalty: 927.353210 Iteration 0F: 3 clusters Score -1473320 nChanged 12759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -1480997.875000 Penalty: 927.353210 Iteration 1F: 3 clusters Score -1480998 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 12343 members Entering Unmasked Estep Score: -1481632.750000 Penalty: 927.353210 Iteration 2Q: 3 clusters Score -1481633 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14618 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -1482493.625000 Penalty: 927.353210 Iteration 3F: 3 clusters Score -1482494 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -1483613.500000 Penalty: 927.353210 Iteration 4F: 3 clusters Score -1483614 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -1484881.375000 Penalty: 927.353210 Iteration 5F: 3 clusters Score -1484881 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -1485921.750000 Penalty: 927.353210 Iteration 6F: 3 clusters Score -1485922 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -1486494.750000 Penalty: 927.353210 Iteration 7Q: 3 clusters Score -1486495 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -1486727.125000 Penalty: 927.353210 Iteration 8Q: 3 clusters Score -1486727 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -1486828.750000 Penalty: 927.353210 Iteration 9Q: 3 clusters Score -1486829 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15932 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -1486898.750000 Penalty: 927.353210 Iteration 10Q: 3 clusters Score -1486899 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16103 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -1486956.875000 Penalty: 927.353210 Iteration 11Q: 3 clusters Score -1486957 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -1487020.000000 Penalty: 927.353210 Iteration 12Q: 3 clusters Score -1487020 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16452 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -1487074.375000 Penalty: 927.353210 Iteration 13Q: 3 clusters Score -1487074 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -1487132.875000 Penalty: 927.353210 Iteration 14Q: 3 clusters Score -1487133 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16868 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -1487184.875000 Penalty: 927.353210 Iteration 15Q: 3 clusters Score -1487185 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17121 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -1487241.000000 Penalty: 927.353210 Iteration 16Q: 3 clusters Score -1487241 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17378 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -1487306.125000 Penalty: 927.353210 Iteration 17Q: 3 clusters Score -1487306 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17646 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -1487371.125000 Penalty: 927.353210 Iteration 18Q: 3 clusters Score -1487371 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17930 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -1487444.750000 Penalty: 927.353210 Iteration 19Q: 3 clusters Score -1487445 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18257 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1487530.500000 Penalty: 927.353210 Iteration 20F: 3 clusters Score -1487530 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18599 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -1487642.125000 Penalty: 927.353210 Iteration 21Q: 3 clusters Score -1487642 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18996 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -1487760.000000 Penalty: 927.353210 Iteration 22Q: 3 clusters Score -1487760 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19412 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1487904.500000 Penalty: 927.353210 Iteration 23Q: 3 clusters Score -1487904 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1488061.000000 Penalty: 927.353210 Iteration 24Q: 3 clusters Score -1488061 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20332 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1488242.000000 Penalty: 927.353210 Iteration 25Q: 3 clusters Score -1488242 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20832 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1488444.250000 Penalty: 927.353210 Iteration 26Q: 3 clusters Score -1488444 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1488642.500000 Penalty: 927.353210 Iteration 27Q: 3 clusters Score -1488642 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1488853.375000 Penalty: 927.353210 Iteration 28Q: 3 clusters Score -1488853 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22313 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1489068.875000 Penalty: 927.353210 Iteration 29Q: 3 clusters Score -1489069 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22793 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1489300.625000 Penalty: 927.353210 Iteration 30Q: 3 clusters Score -1489301 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23230 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1489524.375000 Penalty: 927.353210 Iteration 31Q: 3 clusters Score -1489524 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23623 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1489724.875000 Penalty: 927.353210 Iteration 32Q: 3 clusters Score -1489725 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23988 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1489917.500000 Penalty: 927.353210 Iteration 33Q: 3 clusters Score -1489918 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1490077.000000 Penalty: 927.353210 Iteration 34Q: 3 clusters Score -1490077 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1490198.250000 Penalty: 927.353210 Iteration 35Q: 3 clusters Score -1490198 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24744 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1490280.000000 Penalty: 927.353210 Iteration 36Q: 3 clusters Score -1490280 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24920 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1490362.000000 Penalty: 927.353210 Iteration 37Q: 3 clusters Score -1490362 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25063 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1490432.125000 Penalty: 927.353210 Iteration 38Q: 3 clusters Score -1490432 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1490484.375000 Penalty: 927.353210 Iteration 39Q: 3 clusters Score -1490484 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25300 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1490534.500000 Penalty: 927.353210 Iteration 40F: 3 clusters Score -1490534 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25403 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1490579.375000 Penalty: 927.353210 Iteration 41Q: 3 clusters Score -1490579 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25489 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1490611.875000 Penalty: 927.353210 Iteration 42Q: 3 clusters Score -1490612 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25565 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1490637.750000 Penalty: 927.353210 Iteration 43Q: 3 clusters Score -1490638 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1490655.250000 Penalty: 927.353210 Iteration 44Q: 3 clusters Score -1490655 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25690 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1490669.625000 Penalty: 927.353210 Iteration 45Q: 3 clusters Score -1490670 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1490691.250000 Penalty: 927.353210 Iteration 46Q: 3 clusters Score -1490691 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25805 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1490705.375000 Penalty: 927.353210 Iteration 47Q: 3 clusters Score -1490705 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25846 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1490718.500000 Penalty: 927.353210 Iteration 48Q: 3 clusters Score -1490718 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25879 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1490733.625000 Penalty: 927.353210 Iteration 49Q: 3 clusters Score -1490734 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1490738.625000 Penalty: 927.353210 Iteration 50Q: 3 clusters Score -1490739 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25949 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1490753.500000 Penalty: 927.353210 Iteration 51Q: 3 clusters Score -1490754 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25988 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1490767.625000 Penalty: 927.353210 Iteration 52Q: 3 clusters Score -1490768 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26028 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1490789.750000 Penalty: 927.353210 Iteration 53Q: 3 clusters Score -1490790 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26060 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1490801.875000 Penalty: 927.353210 Iteration 54Q: 3 clusters Score -1490802 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26085 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1490808.875000 Penalty: 927.353210 Iteration 55Q: 3 clusters Score -1490809 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26103 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1490817.875000 Penalty: 927.353210 Iteration 56Q: 3 clusters Score -1490818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26117 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1490816.000000 Penalty: 927.353210 Iteration 57Q: 3 clusters Score -1490816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26132 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1490823.000000 Penalty: 927.353210 Iteration 58Q: 3 clusters Score -1490823 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26142 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1490833.750000 Penalty: 927.353210 Iteration 59Q: 3 clusters Score -1490834 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26148 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1490834.625000 Penalty: 927.353210 Iteration 60F: 3 clusters Score -1490835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26156 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1490838.750000 Penalty: 927.353210 Iteration 61Q: 3 clusters Score -1490839 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26163 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1490839.625000 Penalty: 927.353210 Iteration 62Q: 3 clusters Score -1490840 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26170 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1490841.250000 Penalty: 927.353210 Iteration 63Q: 3 clusters Score -1490841 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26175 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1490844.625000 Penalty: 927.353210 Iteration 64Q: 3 clusters Score -1490845 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26181 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1490846.625000 Penalty: 927.353210 Iteration 65Q: 3 clusters Score -1490847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26186 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1490846.625000 Penalty: 927.353210 Iteration 66Q: 3 clusters Score -1490847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26191 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1490847.000000 Penalty: 927.353210 Iteration 67Q: 3 clusters Score -1490847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26196 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1490849.875000 Penalty: 927.353210 Iteration 68Q: 3 clusters Score -1490850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26199 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1490852.250000 Penalty: 927.353210 Iteration 69Q: 3 clusters Score -1490852 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26205 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1490854.125000 Penalty: 927.353210 Iteration 70Q: 3 clusters Score -1490854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26212 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1490857.000000 Penalty: 927.353210 Iteration 71Q: 3 clusters Score -1490857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1490858.375000 Penalty: 927.353210 Iteration 72Q: 3 clusters Score -1490858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26215 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1490859.500000 Penalty: 927.353210 Iteration 73Q: 3 clusters Score -1490860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26217 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1490860.500000 Penalty: 927.353210 Iteration 74Q: 3 clusters Score -1490860 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26217 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1490860.500000 Penalty: 927.353210 Iteration 75F: 3 clusters Score -1490860 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Entering Unmasked Estep Score: -351611.781250 Penalty: 403.352417 Iteration 0F: 2 clusters Score -351611.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -346775.812500 Penalty: 806.704834 Iteration 0F: 3 clusters Score -346775.8 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -348592.531250 Penalty: 806.704834 Iteration 1F: 3 clusters Score -348592.5 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -348750.343750 Penalty: 806.704834 Iteration 2F: 3 clusters Score -348750.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -348917.062500 Penalty: 806.704834 Iteration 3F: 3 clusters Score -348917.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -349084.656250 Penalty: 806.704834 Iteration 4F: 3 clusters Score -349084.7 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -349281.750000 Penalty: 806.704834 Iteration 5F: 3 clusters Score -349281.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -349536.187500 Penalty: 806.704834 Iteration 6F: 3 clusters Score -349536.2 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -349864.968750 Penalty: 806.704834 Iteration 7F: 3 clusters Score -349865 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -350230.531250 Penalty: 806.704834 Iteration 8F: 3 clusters Score -350230.5 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -350592.343750 Penalty: 806.704834 Iteration 9F: 3 clusters Score -350592.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -350878.343750 Penalty: 806.704834 Iteration 10Q: 3 clusters Score -350878.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -351073.687500 Penalty: 806.704834 Iteration 11Q: 3 clusters Score -351073.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -351195.656250 Penalty: 806.704834 Iteration 12Q: 3 clusters Score -351195.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -351232.875000 Penalty: 806.704834 Iteration 13Q: 3 clusters Score -351232.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -351252.406250 Penalty: 806.704834 Iteration 14Q: 3 clusters Score -351252.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -351265.000000 Penalty: 806.704834 Iteration 15Q: 3 clusters Score -351265 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -351274.343750 Penalty: 806.704834 Iteration 16Q: 3 clusters Score -351274.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -351276.812500 Penalty: 806.704834 Iteration 17Q: 3 clusters Score -351276.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -351279.906250 Penalty: 806.704834 Iteration 18Q: 3 clusters Score -351279.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -351283.250000 Penalty: 806.704834 Iteration 19Q: 3 clusters Score -351283.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -351289.250000 Penalty: 806.704834 Iteration 20F: 3 clusters Score -351289.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -351290.562500 Penalty: 806.704834 Iteration 21Q: 3 clusters Score -351290.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -351290.562500 Penalty: 806.704834 Iteration 22F: 3 clusters Score -351290.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (23579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23579 members Entering Unmasked Estep Score: -1191007.750000 Penalty: 458.099060 Iteration 0F: 2 clusters Score -1191008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -1175326.375000 Penalty: 916.198120 Iteration 0F: 3 clusters Score -1175326 nChanged 11276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -1182922.125000 Penalty: 916.198120 Iteration 1F: 3 clusters Score -1182922 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -1184766.000000 Penalty: 916.198120 Iteration 2F: 3 clusters Score -1184766 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -1186912.875000 Penalty: 916.198120 Iteration 3F: 3 clusters Score -1186913 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 15716 members Entering Unmasked Estep Score: -1188671.500000 Penalty: 916.198120 Iteration 4F: 3 clusters Score -1188672 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 16501 members Entering Unmasked Estep Score: -1189729.625000 Penalty: 916.198120 Iteration 5F: 3 clusters Score -1189730 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 17100 members Entering Unmasked Estep Score: -1190461.375000 Penalty: 916.198120 Iteration 6Q: 3 clusters Score -1190461 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -1191064.750000 Penalty: 916.198120 Iteration 7Q: 3 clusters Score -1191065 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 17917 members Entering Unmasked Estep Score: -1191552.375000 Penalty: 916.198120 Iteration 8Q: 3 clusters Score -1191552 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 18213 members Entering Unmasked Estep Score: -1191788.000000 Penalty: 916.198120 Iteration 9Q: 3 clusters Score -1191788 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -1191875.875000 Penalty: 916.198120 Iteration 10Q: 3 clusters Score -1191876 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 18686 members Entering Unmasked Estep Score: -1191926.250000 Penalty: 916.198120 Iteration 11Q: 3 clusters Score -1191926 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -1191973.750000 Penalty: 916.198120 Iteration 12Q: 3 clusters Score -1191974 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 19029 members Entering Unmasked Estep Score: -1191999.000000 Penalty: 916.198120 Iteration 13Q: 3 clusters Score -1191999 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 19153 members Entering Unmasked Estep Score: -1192014.375000 Penalty: 916.198120 Iteration 14Q: 3 clusters Score -1192014 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 19249 members Entering Unmasked Estep Score: -1192025.250000 Penalty: 916.198120 Iteration 15Q: 3 clusters Score -1192025 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 19324 members Entering Unmasked Estep Score: -1192033.000000 Penalty: 916.198120 Iteration 16Q: 3 clusters Score -1192033 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 19383 members Entering Unmasked Estep Score: -1192039.250000 Penalty: 916.198120 Iteration 17Q: 3 clusters Score -1192039 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -1192050.500000 Penalty: 916.198120 Iteration 18Q: 3 clusters Score -1192050 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 19498 members Entering Unmasked Estep Score: -1192052.625000 Penalty: 916.198120 Iteration 19Q: 3 clusters Score -1192053 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -1192056.750000 Penalty: 916.198120 Iteration 20F: 3 clusters Score -1192057 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 19578 members Entering Unmasked Estep Score: -1192057.750000 Penalty: 916.198120 Iteration 21Q: 3 clusters Score -1192058 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 19615 members Entering Unmasked Estep Score: -1192062.000000 Penalty: 916.198120 Iteration 22Q: 3 clusters Score -1192062 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 19648 members Entering Unmasked Estep Score: -1192069.750000 Penalty: 916.198120 Iteration 23Q: 3 clusters Score -1192070 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 19683 members Entering Unmasked Estep Score: -1192068.875000 Penalty: 916.198120 Iteration 24Q: 3 clusters Score -1192069 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 19722 members Entering Unmasked Estep Score: -1192075.375000 Penalty: 916.198120 Iteration 25Q: 3 clusters Score -1192075 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 19760 members Entering Unmasked Estep Score: -1192080.250000 Penalty: 916.198120 Iteration 26Q: 3 clusters Score -1192080 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 19795 members Entering Unmasked Estep Score: -1192081.000000 Penalty: 916.198120 Iteration 27Q: 3 clusters Score -1192081 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 19818 members Entering Unmasked Estep Score: -1192082.750000 Penalty: 916.198120 Iteration 28Q: 3 clusters Score -1192083 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 19837 members Entering Unmasked Estep Score: -1192082.750000 Penalty: 916.198120 Iteration 29Q: 3 clusters Score -1192083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 19852 members Entering Unmasked Estep Score: -1192082.750000 Penalty: 916.198120 Iteration 30Q: 3 clusters Score -1192083 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 19870 members Entering Unmasked Estep Score: -1192083.000000 Penalty: 916.198120 Iteration 31Q: 3 clusters Score -1192083 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -1192084.875000 Penalty: 916.198120 Iteration 32Q: 3 clusters Score -1192085 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 19908 members Entering Unmasked Estep Score: -1192084.375000 Penalty: 916.198120 Iteration 33Q: 3 clusters Score -1192084 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 19929 members Entering Unmasked Estep Score: -1192085.875000 Penalty: 916.198120 Iteration 34Q: 3 clusters Score -1192086 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 19951 members Entering Unmasked Estep Score: -1192089.500000 Penalty: 916.198120 Iteration 35Q: 3 clusters Score -1192090 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 19972 members Entering Unmasked Estep Score: -1192086.250000 Penalty: 916.198120 Iteration 36Q: 3 clusters Score -1192086 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 19994 members Entering Unmasked Estep Score: -1192088.875000 Penalty: 916.198120 Iteration 37Q: 3 clusters Score -1192089 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 20012 members Entering Unmasked Estep Score: -1192091.875000 Penalty: 916.198120 Iteration 38Q: 3 clusters Score -1192092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 20023 members Entering Unmasked Estep Score: -1192091.000000 Penalty: 916.198120 Iteration 39Q: 3 clusters Score -1192091 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -1192090.500000 Penalty: 916.198120 Iteration 40F: 3 clusters Score -1192090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 20043 members Entering Unmasked Estep Score: -1192091.875000 Penalty: 916.198120 Iteration 41Q: 3 clusters Score -1192092 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 20061 members Entering Unmasked Estep Score: -1192095.625000 Penalty: 916.198120 Iteration 42Q: 3 clusters Score -1192096 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 20074 members Entering Unmasked Estep Score: -1192099.000000 Penalty: 916.198120 Iteration 43Q: 3 clusters Score -1192099 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 20083 members Entering Unmasked Estep Score: -1192097.375000 Penalty: 916.198120 Iteration 44Q: 3 clusters Score -1192097 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -1192096.875000 Penalty: 916.198120 Iteration 45Q: 3 clusters Score -1192097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -1192096.875000 Penalty: 916.198120 Iteration 46F: 3 clusters Score -1192097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 3868 members Mstep: Class 11 contains 2209 members Mstep: Class 12 contains 127438 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Entering Unmasked Estep Score: -21347784.000000 Penalty: 10591.783203 Splitting cluster 9 changes total score from -21344808.000000 to -21347784.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 10 (3868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Entering Unmasked Estep Score: -210179.562500 Penalty: 375.852448 Iteration 0F: 2 clusters Score -210179.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -207596.140625 Penalty: 751.704895 Iteration 0F: 3 clusters Score -207596.1 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -208648.375000 Penalty: 751.704895 Iteration 1F: 3 clusters Score -208648.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -208780.015625 Penalty: 751.704895 Iteration 2F: 3 clusters Score -208780 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -208906.468750 Penalty: 751.704895 Iteration 3F: 3 clusters Score -208906.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -209031.828125 Penalty: 751.704895 Iteration 4F: 3 clusters Score -209031.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -209137.937500 Penalty: 751.704895 Iteration 5Q: 3 clusters Score -209137.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -209241.812500 Penalty: 751.704895 Iteration 6Q: 3 clusters Score -209241.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -209314.140625 Penalty: 751.704895 Iteration 7Q: 3 clusters Score -209314.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -209360.875000 Penalty: 751.704895 Iteration 8Q: 3 clusters Score -209360.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -209395.750000 Penalty: 751.704895 Iteration 9Q: 3 clusters Score -209395.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -209414.250000 Penalty: 751.704895 Iteration 10Q: 3 clusters Score -209414.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -209425.437500 Penalty: 751.704895 Iteration 11Q: 3 clusters Score -209425.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -209432.875000 Penalty: 751.704895 Iteration 12Q: 3 clusters Score -209432.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -209438.875000 Penalty: 751.704895 Iteration 13Q: 3 clusters Score -209438.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -209444.953125 Penalty: 751.704895 Iteration 14Q: 3 clusters Score -209445 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -209450.718750 Penalty: 751.704895 Iteration 15Q: 3 clusters Score -209450.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -209458.312500 Penalty: 751.704895 Iteration 16Q: 3 clusters Score -209458.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -209472.062500 Penalty: 751.704895 Iteration 17Q: 3 clusters Score -209472.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -209484.031250 Penalty: 751.704895 Iteration 18Q: 3 clusters Score -209484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -209496.234375 Penalty: 751.704895 Iteration 19Q: 3 clusters Score -209496.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -209510.078125 Penalty: 751.704895 Iteration 20F: 3 clusters Score -209510.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -209523.562500 Penalty: 751.704895 Iteration 21Q: 3 clusters Score -209523.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -209544.437500 Penalty: 751.704895 Iteration 22Q: 3 clusters Score -209544.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -209572.671875 Penalty: 751.704895 Iteration 23Q: 3 clusters Score -209572.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -209603.281250 Penalty: 751.704895 Iteration 24Q: 3 clusters Score -209603.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -209641.156250 Penalty: 751.704895 Iteration 25Q: 3 clusters Score -209641.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -209704.609375 Penalty: 751.704895 Iteration 26Q: 3 clusters Score -209704.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -209796.421875 Penalty: 751.704895 Iteration 27Q: 3 clusters Score -209796.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -209923.281250 Penalty: 751.704895 Iteration 28Q: 3 clusters Score -209923.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -210159.296875 Penalty: 751.704895 Iteration 29Q: 3 clusters Score -210159.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -210527.937500 Penalty: 751.704895 Iteration 30Q: 3 clusters Score -210527.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -210769.171875 Penalty: 751.704895 Iteration 31Q: 3 clusters Score -210769.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -210830.000000 Penalty: 751.704895 Iteration 32Q: 3 clusters Score -210830 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -210869.453125 Penalty: 751.704895 Iteration 33Q: 3 clusters Score -210869.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -210884.531250 Penalty: 751.704895 Iteration 34Q: 3 clusters Score -210884.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -210889.968750 Penalty: 751.704895 Iteration 35Q: 3 clusters Score -210890 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -210894.125000 Penalty: 751.704895 Iteration 36Q: 3 clusters Score -210894.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -210896.406250 Penalty: 751.704895 Iteration 37Q: 3 clusters Score -210896.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -210897.609375 Penalty: 751.704895 Iteration 38Q: 3 clusters Score -210897.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -210899.937500 Penalty: 751.704895 Iteration 39Q: 3 clusters Score -210899.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -210931.015625 Penalty: 751.704895 Iteration 40F: 3 clusters Score -210931 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -210950.515625 Penalty: 751.704895 Iteration 41Q: 3 clusters Score -210950.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -210963.984375 Penalty: 751.704895 Iteration 42Q: 3 clusters Score -210964 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -210973.453125 Penalty: 751.704895 Iteration 43Q: 3 clusters Score -210973.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -210980.437500 Penalty: 751.704895 Iteration 44Q: 3 clusters Score -210980.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -210984.796875 Penalty: 751.704895 Iteration 45Q: 3 clusters Score -210984.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -210988.812500 Penalty: 751.704895 Iteration 46Q: 3 clusters Score -210988.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -210990.296875 Penalty: 751.704895 Iteration 47Q: 3 clusters Score -210990.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -210990.515625 Penalty: 751.704895 Iteration 48Q: 3 clusters Score -210990.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -210991.203125 Penalty: 751.704895 Iteration 49Q: 3 clusters Score -210991.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -210991.890625 Penalty: 751.704895 Iteration 50Q: 3 clusters Score -210991.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -210991.890625 Penalty: 751.704895 Iteration 51F: 3 clusters Score -210991.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 2209 members Mstep: Class 12 contains 127438 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Entering Unmasked Estep Score: -21348376.000000 Penalty: 11180.215820 Splitting cluster 10 changes total score from -21344808.000000 to -21348376.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 11 (2209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Entering Unmasked Estep Score: -98143.046875 Penalty: 350.363434 Iteration 0F: 2 clusters Score -98143.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -96624.968750 Penalty: 700.726868 Iteration 0F: 3 clusters Score -96624.97 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -97379.515625 Penalty: 700.726868 Iteration 1F: 3 clusters Score -97379.52 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -98070.078125 Penalty: 700.726868 Iteration 2F: 3 clusters Score -98070.08 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -98763.585938 Penalty: 700.726868 Iteration 3F: 3 clusters Score -98763.59 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99137.210938 Penalty: 700.726868 Iteration 4F: 3 clusters Score -99137.21 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -99354.468750 Penalty: 700.726868 Iteration 5F: 3 clusters Score -99354.47 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -99485.953125 Penalty: 700.726868 Iteration 6Q: 3 clusters Score -99485.95 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -99518.664062 Penalty: 700.726868 Iteration 7Q: 3 clusters Score -99518.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -99531.375000 Penalty: 700.726868 Iteration 8Q: 3 clusters Score -99531.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -99556.851562 Penalty: 700.726868 Iteration 9Q: 3 clusters Score -99556.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -99565.492188 Penalty: 700.726868 Iteration 10Q: 3 clusters Score -99565.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -99566.601562 Penalty: 700.726868 Iteration 11Q: 3 clusters Score -99566.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -99566.695312 Penalty: 700.726868 Iteration 12Q: 3 clusters Score -99566.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -99566.695312 Penalty: 700.726868 Iteration 13F: 3 clusters Score -99566.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 127438 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Entering Unmasked Estep Score: -21349556.000000 Penalty: 11768.647461 Splitting cluster 11 changes total score from -21344808.000000 to -21349556.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 12 (127438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127438 members Entering Unmasked Estep Score: -6891111.000000 Penalty: 534.870056 Iteration 0F: 2 clusters Score -6891111 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63762 members Mstep: Class 2 contains 63676 members Entering Unmasked Estep Score: -6804908.500000 Penalty: 1069.740112 Iteration 0F: 3 clusters Score -6804908 nChanged 62580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63888 members Mstep: Class 2 contains 63550 members Entering Unmasked Estep Score: -6843871.000000 Penalty: 1069.740112 Iteration 1F: 3 clusters Score -6843871 nChanged 7120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63554 members Mstep: Class 2 contains 63884 members Entering Unmasked Estep Score: -6847438.000000 Penalty: 1069.740112 Iteration 2F: 3 clusters Score -6847438 nChanged 8225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62651 members Mstep: Class 2 contains 64787 members Entering Unmasked Estep Score: -6852776.000000 Penalty: 1069.740112 Iteration 3F: 3 clusters Score -6852776 nChanged 8996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61281 members Mstep: Class 2 contains 66157 members Entering Unmasked Estep Score: -6859623.000000 Penalty: 1069.740112 Iteration 4F: 3 clusters Score -6859623 nChanged 9157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59600 members Mstep: Class 2 contains 67838 members Entering Unmasked Estep Score: -6866647.000000 Penalty: 1069.740112 Iteration 5F: 3 clusters Score -6866647 nChanged 7982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57956 members Mstep: Class 2 contains 69482 members Entering Unmasked Estep Score: -6871400.500000 Penalty: 1069.740112 Iteration 6F: 3 clusters Score -6871400 nChanged 5437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56427 members Mstep: Class 2 contains 71011 members Entering Unmasked Estep Score: -6873381.000000 Penalty: 1069.740112 Iteration 7Q: 3 clusters Score -6873381 nChanged 3322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54803 members Mstep: Class 2 contains 72635 members Entering Unmasked Estep Score: -6874268.500000 Penalty: 1069.740112 Iteration 8Q: 3 clusters Score -6874268 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52996 members Mstep: Class 2 contains 74442 members Entering Unmasked Estep Score: -6874862.000000 Penalty: 1069.740112 Iteration 9Q: 3 clusters Score -6874862 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50961 members Mstep: Class 2 contains 76477 members Entering Unmasked Estep Score: -6875475.500000 Penalty: 1069.740112 Iteration 10Q: 3 clusters Score -6875476 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48665 members Mstep: Class 2 contains 78773 members Entering Unmasked Estep Score: -6876233.000000 Penalty: 1069.740112 Iteration 11Q: 3 clusters Score -6876233 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46173 members Mstep: Class 2 contains 81265 members Entering Unmasked Estep Score: -6877203.500000 Penalty: 1069.740112 Iteration 12Q: 3 clusters Score -6877204 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43428 members Mstep: Class 2 contains 84010 members Entering Unmasked Estep Score: -6878375.500000 Penalty: 1069.740112 Iteration 13Q: 3 clusters Score -6878376 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40487 members Mstep: Class 2 contains 86951 members Entering Unmasked Estep Score: -6879678.000000 Penalty: 1069.740112 Iteration 14Q: 3 clusters Score -6879678 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37494 members Mstep: Class 2 contains 89944 members Entering Unmasked Estep Score: -6881209.000000 Penalty: 1069.740112 Iteration 15Q: 3 clusters Score -6881209 nChanged 3123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34463 members Mstep: Class 2 contains 92975 members Entering Unmasked Estep Score: -6882892.500000 Penalty: 1069.740112 Iteration 16Q: 3 clusters Score -6882892 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31537 members Mstep: Class 2 contains 95901 members Entering Unmasked Estep Score: -6884709.500000 Penalty: 1069.740112 Iteration 17Q: 3 clusters Score -6884710 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28889 members Mstep: Class 2 contains 98549 members Entering Unmasked Estep Score: -6886265.500000 Penalty: 1069.740112 Iteration 18Q: 3 clusters Score -6886266 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26585 members Mstep: Class 2 contains 100853 members Entering Unmasked Estep Score: -6887566.500000 Penalty: 1069.740112 Iteration 19Q: 3 clusters Score -6887566 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24551 members Mstep: Class 2 contains 102887 members Entering Unmasked Estep Score: -6888552.000000 Penalty: 1069.740112 Iteration 20F: 3 clusters Score -6888552 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22840 members Mstep: Class 2 contains 104598 members Entering Unmasked Estep Score: -6889328.000000 Penalty: 1069.740112 Iteration 21Q: 3 clusters Score -6889328 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21298 members Mstep: Class 2 contains 106140 members Entering Unmasked Estep Score: -6889956.000000 Penalty: 1069.740112 Iteration 22Q: 3 clusters Score -6889956 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 107444 members Entering Unmasked Estep Score: -6890399.000000 Penalty: 1069.740112 Iteration 23Q: 3 clusters Score -6890399 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 108562 members Entering Unmasked Estep Score: -6890673.500000 Penalty: 1069.740112 Iteration 24Q: 3 clusters Score -6890674 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17906 members Mstep: Class 2 contains 109532 members Entering Unmasked Estep Score: -6890907.000000 Penalty: 1069.740112 Iteration 25Q: 3 clusters Score -6890907 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17101 members Mstep: Class 2 contains 110337 members Entering Unmasked Estep Score: -6891129.500000 Penalty: 1069.740112 Iteration 26Q: 3 clusters Score -6891130 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 111045 members Entering Unmasked Estep Score: -6891304.000000 Penalty: 1069.740112 Iteration 27Q: 3 clusters Score -6891304 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15770 members Mstep: Class 2 contains 111668 members Entering Unmasked Estep Score: -6891404.000000 Penalty: 1069.740112 Iteration 28Q: 3 clusters Score -6891404 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15167 members Mstep: Class 2 contains 112271 members Entering Unmasked Estep Score: -6891493.500000 Penalty: 1069.740112 Iteration 29Q: 3 clusters Score -6891494 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 112801 members Entering Unmasked Estep Score: -6891596.500000 Penalty: 1069.740112 Iteration 30Q: 3 clusters Score -6891596 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 113306 members Entering Unmasked Estep Score: -6891660.000000 Penalty: 1069.740112 Iteration 31Q: 3 clusters Score -6891660 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 113762 members Entering Unmasked Estep Score: -6891727.500000 Penalty: 1069.740112 Iteration 32Q: 3 clusters Score -6891728 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 114163 members Entering Unmasked Estep Score: -6891783.500000 Penalty: 1069.740112 Iteration 33Q: 3 clusters Score -6891784 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 114523 members Entering Unmasked Estep Score: -6891811.500000 Penalty: 1069.740112 Iteration 34Q: 3 clusters Score -6891812 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 114848 members Entering Unmasked Estep Score: -6891873.000000 Penalty: 1069.740112 Iteration 35Q: 3 clusters Score -6891873 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 115152 members Entering Unmasked Estep Score: -6891892.500000 Penalty: 1069.740112 Iteration 36Q: 3 clusters Score -6891892 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 115423 members Entering Unmasked Estep Score: -6891922.500000 Penalty: 1069.740112 Iteration 37Q: 3 clusters Score -6891922 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 115690 members Entering Unmasked Estep Score: -6891936.000000 Penalty: 1069.740112 Iteration 38Q: 3 clusters Score -6891936 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 115955 members Entering Unmasked Estep Score: -6891958.500000 Penalty: 1069.740112 Iteration 39Q: 3 clusters Score -6891958 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 116225 members Entering Unmasked Estep Score: -6891966.500000 Penalty: 1069.740112 Iteration 40F: 3 clusters Score -6891966 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 116479 members Entering Unmasked Estep Score: -6892027.500000 Penalty: 1069.740112 Iteration 41Q: 3 clusters Score -6892028 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 116708 members Entering Unmasked Estep Score: -6892057.000000 Penalty: 1069.740112 Iteration 42Q: 3 clusters Score -6892057 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10527 members Mstep: Class 2 contains 116911 members Entering Unmasked Estep Score: -6892058.000000 Penalty: 1069.740112 Iteration 43Q: 3 clusters Score -6892058 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 117090 members Entering Unmasked Estep Score: -6892093.500000 Penalty: 1069.740112 Iteration 44Q: 3 clusters Score -6892094 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 117269 members Entering Unmasked Estep Score: -6892084.000000 Penalty: 1069.740112 Iteration 45Q: 3 clusters Score -6892084 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 117413 members Entering Unmasked Estep Score: -6892087.500000 Penalty: 1069.740112 Iteration 46Q: 3 clusters Score -6892088 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 117545 members Entering Unmasked Estep Score: -6892106.000000 Penalty: 1069.740112 Iteration 47Q: 3 clusters Score -6892106 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 117676 members Entering Unmasked Estep Score: -6892114.000000 Penalty: 1069.740112 Iteration 48Q: 3 clusters Score -6892114 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 117796 members Entering Unmasked Estep Score: -6892123.500000 Penalty: 1069.740112 Iteration 49Q: 3 clusters Score -6892124 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 117928 members Entering Unmasked Estep Score: -6892133.500000 Penalty: 1069.740112 Iteration 50Q: 3 clusters Score -6892134 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 118051 members Entering Unmasked Estep Score: -6892112.000000 Penalty: 1069.740112 Iteration 51Q: 3 clusters Score -6892112 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 118139 members Entering Unmasked Estep Score: -6892138.000000 Penalty: 1069.740112 Iteration 52Q: 3 clusters Score -6892138 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 118216 members Entering Unmasked Estep Score: -6892139.000000 Penalty: 1069.740112 Iteration 53Q: 3 clusters Score -6892139 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 118275 members Entering Unmasked Estep Score: -6892150.500000 Penalty: 1069.740112 Iteration 54Q: 3 clusters Score -6892150 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 118333 members Entering Unmasked Estep Score: -6892143.000000 Penalty: 1069.740112 Iteration 55Q: 3 clusters Score -6892143 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 118398 members Entering Unmasked Estep Score: -6892150.500000 Penalty: 1069.740112 Iteration 56Q: 3 clusters Score -6892150 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 118464 members Entering Unmasked Estep Score: -6892148.500000 Penalty: 1069.740112 Iteration 57Q: 3 clusters Score -6892148 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 118522 members Entering Unmasked Estep Score: -6892137.000000 Penalty: 1069.740112 Iteration 58Q: 3 clusters Score -6892137 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 118593 members Entering Unmasked Estep Score: -6892139.000000 Penalty: 1069.740112 Iteration 59Q: 3 clusters Score -6892139 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 118657 members Entering Unmasked Estep Score: -6892140.000000 Penalty: 1069.740112 Iteration 60F: 3 clusters Score -6892140 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 118715 members Entering Unmasked Estep Score: -6892157.000000 Penalty: 1069.740112 Iteration 61Q: 3 clusters Score -6892157 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 118766 members Entering Unmasked Estep Score: -6892165.000000 Penalty: 1069.740112 Iteration 62Q: 3 clusters Score -6892165 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 118818 members Entering Unmasked Estep Score: -6892160.000000 Penalty: 1069.740112 Iteration 63Q: 3 clusters Score -6892160 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 118857 members Entering Unmasked Estep Score: -6892139.500000 Penalty: 1069.740112 Iteration 64Q: 3 clusters Score -6892140 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 118892 members Entering Unmasked Estep Score: -6892124.500000 Penalty: 1069.740112 Iteration 65Q: 3 clusters Score -6892124 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 118932 members Entering Unmasked Estep Score: -6892124.000000 Penalty: 1069.740112 Iteration 66Q: 3 clusters Score -6892124 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 118964 members Entering Unmasked Estep Score: -6892126.000000 Penalty: 1069.740112 Iteration 67Q: 3 clusters Score -6892126 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 118991 members Entering Unmasked Estep Score: -6892123.000000 Penalty: 1069.740112 Iteration 68Q: 3 clusters Score -6892123 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 119020 members Entering Unmasked Estep Score: -6892126.000000 Penalty: 1069.740112 Iteration 69Q: 3 clusters Score -6892126 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 119046 members Entering Unmasked Estep Score: -6892129.500000 Penalty: 1069.740112 Iteration 70Q: 3 clusters Score -6892130 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 119083 members Entering Unmasked Estep Score: -6892128.000000 Penalty: 1069.740112 Iteration 71Q: 3 clusters Score -6892128 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 119115 members Entering Unmasked Estep Score: -6892128.500000 Penalty: 1069.740112 Iteration 72Q: 3 clusters Score -6892128 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 119154 members Entering Unmasked Estep Score: -6892143.500000 Penalty: 1069.740112 Iteration 73Q: 3 clusters Score -6892144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 119187 members Entering Unmasked Estep Score: -6892142.000000 Penalty: 1069.740112 Iteration 74Q: 3 clusters Score -6892142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 119222 members Entering Unmasked Estep Score: -6892154.500000 Penalty: 1069.740112 Iteration 75Q: 3 clusters Score -6892154 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 119249 members Entering Unmasked Estep Score: -6892155.000000 Penalty: 1069.740112 Iteration 76Q: 3 clusters Score -6892155 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 119286 members Entering Unmasked Estep Score: -6892148.500000 Penalty: 1069.740112 Iteration 77Q: 3 clusters Score -6892148 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 119311 members Entering Unmasked Estep Score: -6892158.500000 Penalty: 1069.740112 Iteration 78Q: 3 clusters Score -6892158 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 119335 members Entering Unmasked Estep Score: -6892148.000000 Penalty: 1069.740112 Iteration 79Q: 3 clusters Score -6892148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 119358 members Entering Unmasked Estep Score: -6892146.500000 Penalty: 1069.740112 Iteration 80F: 3 clusters Score -6892146 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 119389 members Entering Unmasked Estep Score: -6892156.500000 Penalty: 1069.740112 Iteration 81Q: 3 clusters Score -6892156 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 119421 members Entering Unmasked Estep Score: -6892159.500000 Penalty: 1069.740112 Iteration 82Q: 3 clusters Score -6892160 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 119442 members Entering Unmasked Estep Score: -6892166.500000 Penalty: 1069.740112 Iteration 83Q: 3 clusters Score -6892166 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 119457 members Entering Unmasked Estep Score: -6892167.500000 Penalty: 1069.740112 Iteration 84Q: 3 clusters Score -6892168 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 119465 members Entering Unmasked Estep Score: -6892172.000000 Penalty: 1069.740112 Iteration 85Q: 3 clusters Score -6892172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 119471 members Entering Unmasked Estep Score: -6892171.000000 Penalty: 1069.740112 Iteration 86Q: 3 clusters Score -6892171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 119476 members Entering Unmasked Estep Score: -6892172.500000 Penalty: 1069.740112 Iteration 87Q: 3 clusters Score -6892172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 119480 members Entering Unmasked Estep Score: -6892173.500000 Penalty: 1069.740112 Iteration 88Q: 3 clusters Score -6892174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 119482 members Entering Unmasked Estep Score: -6892174.000000 Penalty: 1069.740112 Iteration 89Q: 3 clusters Score -6892174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 119482 members Entering Unmasked Estep Score: -6892174.000000 Penalty: 1069.740112 Iteration 90F: 3 clusters Score -6892174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 32307 members Mstep: Class 14 contains 56261 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119482 members Entering Unmasked Estep Score: -21350828.000000 Penalty: 12357.080078 Splitting cluster 12 changes total score from -21344808.000000 to -21350828.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 13 (32307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32307 members Entering Unmasked Estep Score: -1788408.500000 Penalty: 472.428284 Iteration 0F: 2 clusters Score -1788408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16089 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -1766734.375000 Penalty: 944.856567 Iteration 0F: 3 clusters Score -1766734 nChanged 15487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 16817 members Entering Unmasked Estep Score: -1776719.750000 Penalty: 944.856567 Iteration 1F: 3 clusters Score -1776720 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15114 members Mstep: Class 2 contains 17193 members Entering Unmasked Estep Score: -1778981.750000 Penalty: 944.856567 Iteration 2F: 3 clusters Score -1778982 nChanged 2689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 18122 members Entering Unmasked Estep Score: -1782052.125000 Penalty: 944.856567 Iteration 3F: 3 clusters Score -1782052 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 19686 members Entering Unmasked Estep Score: -1785153.000000 Penalty: 944.856567 Iteration 4F: 3 clusters Score -1785153 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -1787768.250000 Penalty: 944.856567 Iteration 5F: 3 clusters Score -1787768 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 22666 members Entering Unmasked Estep Score: -1789550.875000 Penalty: 944.856567 Iteration 6F: 3 clusters Score -1789551 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 23853 members Entering Unmasked Estep Score: -1790956.625000 Penalty: 944.856567 Iteration 7Q: 3 clusters Score -1790957 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 24888 members Entering Unmasked Estep Score: -1792348.625000 Penalty: 944.856567 Iteration 8Q: 3 clusters Score -1792349 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 25713 members Entering Unmasked Estep Score: -1793709.750000 Penalty: 944.856567 Iteration 9Q: 3 clusters Score -1793710 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 26207 members Entering Unmasked Estep Score: -1794525.250000 Penalty: 944.856567 Iteration 10Q: 3 clusters Score -1794525 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 26473 members Entering Unmasked Estep Score: -1794846.250000 Penalty: 944.856567 Iteration 11Q: 3 clusters Score -1794846 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 26638 members Entering Unmasked Estep Score: -1794945.250000 Penalty: 944.856567 Iteration 12Q: 3 clusters Score -1794945 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 26745 members Entering Unmasked Estep Score: -1794981.250000 Penalty: 944.856567 Iteration 13Q: 3 clusters Score -1794981 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 26819 members Entering Unmasked Estep Score: -1794993.250000 Penalty: 944.856567 Iteration 14Q: 3 clusters Score -1794993 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 26898 members Entering Unmasked Estep Score: -1795014.500000 Penalty: 944.856567 Iteration 15Q: 3 clusters Score -1795014 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 26965 members Entering Unmasked Estep Score: -1795020.375000 Penalty: 944.856567 Iteration 16Q: 3 clusters Score -1795020 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 27026 members Entering Unmasked Estep Score: -1795033.375000 Penalty: 944.856567 Iteration 17Q: 3 clusters Score -1795033 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 27090 members Entering Unmasked Estep Score: -1795041.625000 Penalty: 944.856567 Iteration 18Q: 3 clusters Score -1795042 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 27151 members Entering Unmasked Estep Score: -1795051.625000 Penalty: 944.856567 Iteration 19Q: 3 clusters Score -1795052 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 27196 members Entering Unmasked Estep Score: -1795051.625000 Penalty: 944.856567 Iteration 20F: 3 clusters Score -1795052 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 27231 members Entering Unmasked Estep Score: -1795057.625000 Penalty: 944.856567 Iteration 21Q: 3 clusters Score -1795058 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 27257 members Entering Unmasked Estep Score: -1795060.500000 Penalty: 944.856567 Iteration 22Q: 3 clusters Score -1795060 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 27283 members Entering Unmasked Estep Score: -1795065.625000 Penalty: 944.856567 Iteration 23Q: 3 clusters Score -1795066 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -1795067.875000 Penalty: 944.856567 Iteration 24Q: 3 clusters Score -1795068 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 27319 members Entering Unmasked Estep Score: -1795067.250000 Penalty: 944.856567 Iteration 25Q: 3 clusters Score -1795067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 27333 members Entering Unmasked Estep Score: -1795072.000000 Penalty: 944.856567 Iteration 26Q: 3 clusters Score -1795072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 27345 members Entering Unmasked Estep Score: -1795069.000000 Penalty: 944.856567 Iteration 27Q: 3 clusters Score -1795069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 27357 members Entering Unmasked Estep Score: -1795070.125000 Penalty: 944.856567 Iteration 28Q: 3 clusters Score -1795070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 27369 members Entering Unmasked Estep Score: -1795072.875000 Penalty: 944.856567 Iteration 29Q: 3 clusters Score -1795073 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 27385 members Entering Unmasked Estep Score: -1795073.500000 Penalty: 944.856567 Iteration 30Q: 3 clusters Score -1795074 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 27406 members Entering Unmasked Estep Score: -1795070.875000 Penalty: 944.856567 Iteration 31Q: 3 clusters Score -1795071 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 27421 members Entering Unmasked Estep Score: -1795070.000000 Penalty: 944.856567 Iteration 32Q: 3 clusters Score -1795070 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 27431 members Entering Unmasked Estep Score: -1795073.250000 Penalty: 944.856567 Iteration 33Q: 3 clusters Score -1795073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 27441 members Entering Unmasked Estep Score: -1795074.000000 Penalty: 944.856567 Iteration 34Q: 3 clusters Score -1795074 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 27453 members Entering Unmasked Estep Score: -1795076.125000 Penalty: 944.856567 Iteration 35Q: 3 clusters Score -1795076 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 27464 members Entering Unmasked Estep Score: -1795073.750000 Penalty: 944.856567 Iteration 36Q: 3 clusters Score -1795074 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 27474 members Entering Unmasked Estep Score: -1795078.250000 Penalty: 944.856567 Iteration 37Q: 3 clusters Score -1795078 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 27488 members Entering Unmasked Estep Score: -1795079.500000 Penalty: 944.856567 Iteration 38Q: 3 clusters Score -1795080 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 27501 members Entering Unmasked Estep Score: -1795079.125000 Penalty: 944.856567 Iteration 39Q: 3 clusters Score -1795079 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 27516 members Entering Unmasked Estep Score: -1795079.625000 Penalty: 944.856567 Iteration 40F: 3 clusters Score -1795080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 27527 members Entering Unmasked Estep Score: -1795079.750000 Penalty: 944.856567 Iteration 41Q: 3 clusters Score -1795080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 27541 members Entering Unmasked Estep Score: -1795082.000000 Penalty: 944.856567 Iteration 42Q: 3 clusters Score -1795082 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 27557 members Entering Unmasked Estep Score: -1795083.250000 Penalty: 944.856567 Iteration 43Q: 3 clusters Score -1795083 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 27570 members Entering Unmasked Estep Score: -1795083.875000 Penalty: 944.856567 Iteration 44Q: 3 clusters Score -1795084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 27578 members Entering Unmasked Estep Score: -1795081.625000 Penalty: 944.856567 Iteration 45Q: 3 clusters Score -1795082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 27583 members Entering Unmasked Estep Score: -1795084.375000 Penalty: 944.856567 Iteration 46Q: 3 clusters Score -1795084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -1795083.750000 Penalty: 944.856567 Iteration 47Q: 3 clusters Score -1795084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 27593 members Entering Unmasked Estep Score: -1795084.375000 Penalty: 944.856567 Iteration 48Q: 3 clusters Score -1795084 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 27602 members Entering Unmasked Estep Score: -1795086.125000 Penalty: 944.856567 Iteration 49Q: 3 clusters Score -1795086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 27612 members Entering Unmasked Estep Score: -1795085.750000 Penalty: 944.856567 Iteration 50Q: 3 clusters Score -1795086 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 27621 members Entering Unmasked Estep Score: -1795090.375000 Penalty: 944.856567 Iteration 51Q: 3 clusters Score -1795090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 27629 members Entering Unmasked Estep Score: -1795090.250000 Penalty: 944.856567 Iteration 52Q: 3 clusters Score -1795090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 27637 members Entering Unmasked Estep Score: -1795090.000000 Penalty: 944.856567 Iteration 53Q: 3 clusters Score -1795090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 27639 members Entering Unmasked Estep Score: -1795090.375000 Penalty: 944.856567 Iteration 54Q: 3 clusters Score -1795090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 27641 members Entering Unmasked Estep Score: -1795092.875000 Penalty: 944.856567 Iteration 55Q: 3 clusters Score -1795093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 27644 members Entering Unmasked Estep Score: -1795091.250000 Penalty: 944.856567 Iteration 56Q: 3 clusters Score -1795091 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 27647 members Entering Unmasked Estep Score: -1795091.625000 Penalty: 944.856567 Iteration 57Q: 3 clusters Score -1795092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 27649 members Entering Unmasked Estep Score: -1795091.500000 Penalty: 944.856567 Iteration 58Q: 3 clusters Score -1795092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 27653 members Entering Unmasked Estep Score: -1795090.125000 Penalty: 944.856567 Iteration 59Q: 3 clusters Score -1795090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 27656 members Entering Unmasked Estep Score: -1795092.500000 Penalty: 944.856567 Iteration 60F: 3 clusters Score -1795092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 27660 members Entering Unmasked Estep Score: -1795091.750000 Penalty: 944.856567 Iteration 61Q: 3 clusters Score -1795092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 27661 members Entering Unmasked Estep Score: -1795090.500000 Penalty: 944.856567 Iteration 62Q: 3 clusters Score -1795090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 27662 members Entering Unmasked Estep Score: -1795090.125000 Penalty: 944.856567 Iteration 63Q: 3 clusters Score -1795090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 27664 members Entering Unmasked Estep Score: -1795088.750000 Penalty: 944.856567 Iteration 64Q: 3 clusters Score -1795089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 27667 members Entering Unmasked Estep Score: -1795090.000000 Penalty: 944.856567 Iteration 65Q: 3 clusters Score -1795090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 27670 members Entering Unmasked Estep Score: -1795092.125000 Penalty: 944.856567 Iteration 66Q: 3 clusters Score -1795092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 27673 members Entering Unmasked Estep Score: -1795093.875000 Penalty: 944.856567 Iteration 67Q: 3 clusters Score -1795094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 27675 members Entering Unmasked Estep Score: -1795094.000000 Penalty: 944.856567 Iteration 68Q: 3 clusters Score -1795094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 27679 members Entering Unmasked Estep Score: -1795093.000000 Penalty: 944.856567 Iteration 69Q: 3 clusters Score -1795093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 27682 members Entering Unmasked Estep Score: -1795093.250000 Penalty: 944.856567 Iteration 70Q: 3 clusters Score -1795093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 27685 members Entering Unmasked Estep Score: -1795091.250000 Penalty: 944.856567 Iteration 71Q: 3 clusters Score -1795091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 27691 members Entering Unmasked Estep Score: -1795089.875000 Penalty: 944.856567 Iteration 72Q: 3 clusters Score -1795090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 27695 members Entering Unmasked Estep Score: -1795090.375000 Penalty: 944.856567 Iteration 73Q: 3 clusters Score -1795090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 27702 members Entering Unmasked Estep Score: -1795087.125000 Penalty: 944.856567 Iteration 74Q: 3 clusters Score -1795087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 27706 members Entering Unmasked Estep Score: -1795089.125000 Penalty: 944.856567 Iteration 75Q: 3 clusters Score -1795089 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 27711 members Entering Unmasked Estep Score: -1795089.625000 Penalty: 944.856567 Iteration 76Q: 3 clusters Score -1795090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 27717 members Entering Unmasked Estep Score: -1795089.250000 Penalty: 944.856567 Iteration 77Q: 3 clusters Score -1795089 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 27723 members Entering Unmasked Estep Score: -1795093.375000 Penalty: 944.856567 Iteration 78Q: 3 clusters Score -1795093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 27724 members Entering Unmasked Estep Score: -1795088.875000 Penalty: 944.856567 Iteration 79Q: 3 clusters Score -1795089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 27724 members Entering Unmasked Estep Score: -1795088.875000 Penalty: 944.856567 Iteration 80F: 3 clusters Score -1795089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 4583 members Mstep: Class 14 contains 56261 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119482 members Mstep: Class 22 contains 27724 members Entering Unmasked Estep Score: -21357426.000000 Penalty: 12945.512695 Splitting cluster 13 changes total score from -21344808.000000 to -21357426.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 14 (56261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56261 members Entering Unmasked Estep Score: -3122176.000000 Penalty: 497.667908 Iteration 0F: 2 clusters Score -3122176 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28198 members Mstep: Class 2 contains 28063 members Entering Unmasked Estep Score: -3084182.250000 Penalty: 995.335815 Iteration 0F: 3 clusters Score -3084182 nChanged 27525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29355 members Mstep: Class 2 contains 26906 members Entering Unmasked Estep Score: -3101310.750000 Penalty: 995.335815 Iteration 1F: 3 clusters Score -3101311 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29810 members Mstep: Class 2 contains 26451 members Entering Unmasked Estep Score: -3102335.500000 Penalty: 995.335815 Iteration 2Q: 3 clusters Score -3102336 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30329 members Mstep: Class 2 contains 25932 members Entering Unmasked Estep Score: -3103582.250000 Penalty: 995.335815 Iteration 3Q: 3 clusters Score -3103582 nChanged 3065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30998 members Mstep: Class 2 contains 25263 members Entering Unmasked Estep Score: -3105269.500000 Penalty: 995.335815 Iteration 4F: 3 clusters Score -3105270 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31975 members Mstep: Class 2 contains 24286 members Entering Unmasked Estep Score: -3107431.750000 Penalty: 995.335815 Iteration 5F: 3 clusters Score -3107432 nChanged 3599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 23007 members Entering Unmasked Estep Score: -3109832.000000 Penalty: 995.335815 Iteration 6F: 3 clusters Score -3109832 nChanged 3646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34838 members Mstep: Class 2 contains 21423 members Entering Unmasked Estep Score: -3112419.000000 Penalty: 995.335815 Iteration 7F: 3 clusters Score -3112419 nChanged 3437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36587 members Mstep: Class 2 contains 19674 members Entering Unmasked Estep Score: -3115097.000000 Penalty: 995.335815 Iteration 8F: 3 clusters Score -3115097 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38182 members Mstep: Class 2 contains 18079 members Entering Unmasked Estep Score: -3117573.500000 Penalty: 995.335815 Iteration 9F: 3 clusters Score -3117574 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39595 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -3119484.500000 Penalty: 995.335815 Iteration 10Q: 3 clusters Score -3119484 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40686 members Mstep: Class 2 contains 15575 members Entering Unmasked Estep Score: -3120723.500000 Penalty: 995.335815 Iteration 11Q: 3 clusters Score -3120724 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41447 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -3121356.500000 Penalty: 995.335815 Iteration 12Q: 3 clusters Score -3121356 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41962 members Mstep: Class 2 contains 14299 members Entering Unmasked Estep Score: -3121675.500000 Penalty: 995.335815 Iteration 13Q: 3 clusters Score -3121676 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42323 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -3121803.250000 Penalty: 995.335815 Iteration 14Q: 3 clusters Score -3121803 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42613 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -3121887.250000 Penalty: 995.335815 Iteration 15Q: 3 clusters Score -3121887 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42820 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -3121933.750000 Penalty: 995.335815 Iteration 16Q: 3 clusters Score -3121934 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43000 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -3121951.750000 Penalty: 995.335815 Iteration 17Q: 3 clusters Score -3121952 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43158 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -3121971.750000 Penalty: 995.335815 Iteration 18Q: 3 clusters Score -3121972 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43308 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -3121992.250000 Penalty: 995.335815 Iteration 19Q: 3 clusters Score -3121992 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43454 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -3122019.000000 Penalty: 995.335815 Iteration 20F: 3 clusters Score -3122019 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43622 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -3122048.500000 Penalty: 995.335815 Iteration 21Q: 3 clusters Score -3122048 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43792 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -3122096.000000 Penalty: 995.335815 Iteration 22Q: 3 clusters Score -3122096 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43982 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -3122164.500000 Penalty: 995.335815 Iteration 23Q: 3 clusters Score -3122164 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44183 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -3122228.500000 Penalty: 995.335815 Iteration 24Q: 3 clusters Score -3122228 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -3122297.250000 Penalty: 995.335815 Iteration 25Q: 3 clusters Score -3122297 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -3122409.750000 Penalty: 995.335815 Iteration 26Q: 3 clusters Score -3122410 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44920 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -3122510.250000 Penalty: 995.335815 Iteration 27Q: 3 clusters Score -3122510 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45170 members Mstep: Class 2 contains 11091 members Entering Unmasked Estep Score: -3122637.500000 Penalty: 995.335815 Iteration 28Q: 3 clusters Score -3122638 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45410 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -3122727.000000 Penalty: 995.335815 Iteration 29Q: 3 clusters Score -3122727 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45640 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -3122796.500000 Penalty: 995.335815 Iteration 30Q: 3 clusters Score -3122796 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45848 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -3122857.250000 Penalty: 995.335815 Iteration 31Q: 3 clusters Score -3122857 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46044 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -3122891.250000 Penalty: 995.335815 Iteration 32Q: 3 clusters Score -3122891 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46212 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -3122907.500000 Penalty: 995.335815 Iteration 33Q: 3 clusters Score -3122908 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46367 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -3122929.750000 Penalty: 995.335815 Iteration 34Q: 3 clusters Score -3122930 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46496 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -3122937.500000 Penalty: 995.335815 Iteration 35Q: 3 clusters Score -3122938 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46599 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -3122943.500000 Penalty: 995.335815 Iteration 36Q: 3 clusters Score -3122944 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46693 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -3122951.750000 Penalty: 995.335815 Iteration 37Q: 3 clusters Score -3122952 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46776 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -3122956.750000 Penalty: 995.335815 Iteration 38Q: 3 clusters Score -3122957 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46838 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -3122963.000000 Penalty: 995.335815 Iteration 39Q: 3 clusters Score -3122963 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46891 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -3122960.500000 Penalty: 995.335815 Iteration 40F: 3 clusters Score -3122960 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46938 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -3122952.750000 Penalty: 995.335815 Iteration 41Q: 3 clusters Score -3122953 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46983 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -3122954.750000 Penalty: 995.335815 Iteration 42Q: 3 clusters Score -3122955 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47017 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -3122962.750000 Penalty: 995.335815 Iteration 43Q: 3 clusters Score -3122963 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47056 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -3122966.000000 Penalty: 995.335815 Iteration 44Q: 3 clusters Score -3122966 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47090 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -3122968.500000 Penalty: 995.335815 Iteration 45Q: 3 clusters Score -3122968 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47116 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -3122966.750000 Penalty: 995.335815 Iteration 46Q: 3 clusters Score -3122967 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47135 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -3122966.500000 Penalty: 995.335815 Iteration 47Q: 3 clusters Score -3122966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47145 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -3122967.250000 Penalty: 995.335815 Iteration 48Q: 3 clusters Score -3122967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47149 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -3122965.500000 Penalty: 995.335815 Iteration 49Q: 3 clusters Score -3122966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47153 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -3122965.500000 Penalty: 995.335815 Iteration 50Q: 3 clusters Score -3122966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47155 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -3122964.000000 Penalty: 995.335815 Iteration 51Q: 3 clusters Score -3122964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47160 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -3122966.750000 Penalty: 995.335815 Iteration 52Q: 3 clusters Score -3122967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47164 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -3122964.250000 Penalty: 995.335815 Iteration 53Q: 3 clusters Score -3122964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47170 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -3122963.000000 Penalty: 995.335815 Iteration 54Q: 3 clusters Score -3122963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47176 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -3122963.000000 Penalty: 995.335815 Iteration 55Q: 3 clusters Score -3122963 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47186 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -3122958.500000 Penalty: 995.335815 Iteration 56Q: 3 clusters Score -3122958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47193 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -3122960.750000 Penalty: 995.335815 Iteration 57Q: 3 clusters Score -3122961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47203 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -3122960.500000 Penalty: 995.335815 Iteration 58Q: 3 clusters Score -3122960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47209 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -3122963.000000 Penalty: 995.335815 Iteration 59Q: 3 clusters Score -3122963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47212 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -3122965.500000 Penalty: 995.335815 Iteration 60F: 3 clusters Score -3122966 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 4583 members Mstep: Class 14 contains 47212 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 3190 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119482 members Mstep: Class 22 contains 27724 members Mstep: Class 23 contains 9049 members Entering Unmasked Estep Score: -21358292.000000 Penalty: 13533.945312 Splitting cluster 14 changes total score from -21344808.000000 to -21358292.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 16 (3190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Entering Unmasked Estep Score: -141249.328125 Penalty: 367.083801 Iteration 0F: 2 clusters Score -141249.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -139038.484375 Penalty: 734.167603 Iteration 0F: 3 clusters Score -139038.5 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -140106.140625 Penalty: 734.167603 Iteration 1F: 3 clusters Score -140106.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -140569.390625 Penalty: 734.167603 Iteration 2F: 3 clusters Score -140569.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -140877.281250 Penalty: 734.167603 Iteration 3F: 3 clusters Score -140877.3 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -141092.328125 Penalty: 734.167603 Iteration 4F: 3 clusters Score -141092.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -141269.593750 Penalty: 734.167603 Iteration 5F: 3 clusters Score -141269.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -141413.250000 Penalty: 734.167603 Iteration 6Q: 3 clusters Score -141413.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -141482.187500 Penalty: 734.167603 Iteration 7Q: 3 clusters Score -141482.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -141517.640625 Penalty: 734.167603 Iteration 8Q: 3 clusters Score -141517.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -141541.375000 Penalty: 734.167603 Iteration 9Q: 3 clusters Score -141541.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -141563.031250 Penalty: 734.167603 Iteration 10Q: 3 clusters Score -141563 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -141575.765625 Penalty: 734.167603 Iteration 11Q: 3 clusters Score -141575.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -141589.375000 Penalty: 734.167603 Iteration 12Q: 3 clusters Score -141589.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -141599.234375 Penalty: 734.167603 Iteration 13Q: 3 clusters Score -141599.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -141618.140625 Penalty: 734.167603 Iteration 14Q: 3 clusters Score -141618.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -141642.421875 Penalty: 734.167603 Iteration 15Q: 3 clusters Score -141642.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -141677.437500 Penalty: 734.167603 Iteration 16Q: 3 clusters Score -141677.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -141707.671875 Penalty: 734.167603 Iteration 17Q: 3 clusters Score -141707.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -141728.968750 Penalty: 734.167603 Iteration 18Q: 3 clusters Score -141729 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -141740.750000 Penalty: 734.167603 Iteration 19Q: 3 clusters Score -141740.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -141751.578125 Penalty: 734.167603 Iteration 20F: 3 clusters Score -141751.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -141766.375000 Penalty: 734.167603 Iteration 21Q: 3 clusters Score -141766.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -141777.968750 Penalty: 734.167603 Iteration 22Q: 3 clusters Score -141778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -141785.687500 Penalty: 734.167603 Iteration 23Q: 3 clusters Score -141785.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -141798.046875 Penalty: 734.167603 Iteration 24Q: 3 clusters Score -141798 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -141814.031250 Penalty: 734.167603 Iteration 25Q: 3 clusters Score -141814 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -141818.171875 Penalty: 734.167603 Iteration 26Q: 3 clusters Score -141818.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -141819.218750 Penalty: 734.167603 Iteration 27Q: 3 clusters Score -141819.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -141822.421875 Penalty: 734.167603 Iteration 28Q: 3 clusters Score -141822.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -141823.343750 Penalty: 734.167603 Iteration 29Q: 3 clusters Score -141823.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -141824.140625 Penalty: 734.167603 Iteration 30Q: 3 clusters Score -141824.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -141825.078125 Penalty: 734.167603 Iteration 31Q: 3 clusters Score -141825.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -141825.484375 Penalty: 734.167603 Iteration 32Q: 3 clusters Score -141825.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -141825.656250 Penalty: 734.167603 Iteration 33Q: 3 clusters Score -141825.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -141826.187500 Penalty: 734.167603 Iteration 34Q: 3 clusters Score -141826.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -141826.734375 Penalty: 734.167603 Iteration 35Q: 3 clusters Score -141826.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -141827.093750 Penalty: 734.167603 Iteration 36Q: 3 clusters Score -141827.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -141827.187500 Penalty: 734.167603 Iteration 37Q: 3 clusters Score -141827.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -141827.437500 Penalty: 734.167603 Iteration 38Q: 3 clusters Score -141827.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -141827.796875 Penalty: 734.167603 Iteration 39Q: 3 clusters Score -141827.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -141827.734375 Penalty: 734.167603 Iteration 40F: 3 clusters Score -141827.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 4583 members Mstep: Class 14 contains 47212 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 2397 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 10327 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119482 members Mstep: Class 22 contains 27724 members Mstep: Class 23 contains 9049 members Mstep: Class 24 contains 793 members Entering Unmasked Estep Score: -21358618.000000 Penalty: 14122.376953 Splitting cluster 16 changes total score from -21344808.000000 to -21358618.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (27355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27355 members Entering Unmasked Estep Score: -1430029.750000 Penalty: 464.857788 Iteration 0F: 2 clusters Score -1430030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13666 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -1411893.500000 Penalty: 929.715576 Iteration 0F: 3 clusters Score -1411894 nChanged 13050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 15109 members Entering Unmasked Estep Score: -1420616.000000 Penalty: 929.715576 Iteration 1F: 3 clusters Score -1420616 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 16192 members Entering Unmasked Estep Score: -1421780.000000 Penalty: 929.715576 Iteration 2F: 3 clusters Score -1421780 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 17460 members Entering Unmasked Estep Score: -1423093.750000 Penalty: 929.715576 Iteration 3F: 3 clusters Score -1423094 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 18796 members Entering Unmasked Estep Score: -1424345.250000 Penalty: 929.715576 Iteration 4F: 3 clusters Score -1424345 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -1425371.000000 Penalty: 929.715576 Iteration 5F: 3 clusters Score -1425371 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -1426193.125000 Penalty: 929.715576 Iteration 6F: 3 clusters Score -1426193 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 22387 members Entering Unmasked Estep Score: -1426904.000000 Penalty: 929.715576 Iteration 7Q: 3 clusters Score -1426904 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 23422 members Entering Unmasked Estep Score: -1427507.375000 Penalty: 929.715576 Iteration 8Q: 3 clusters Score -1427507 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -1428015.250000 Penalty: 929.715576 Iteration 9Q: 3 clusters Score -1428015 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -1428403.625000 Penalty: 929.715576 Iteration 10Q: 3 clusters Score -1428404 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 25615 members Entering Unmasked Estep Score: -1428685.125000 Penalty: 929.715576 Iteration 11Q: 3 clusters Score -1428685 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 26052 members Entering Unmasked Estep Score: -1428919.250000 Penalty: 929.715576 Iteration 12Q: 3 clusters Score -1428919 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 26403 members Entering Unmasked Estep Score: -1429115.750000 Penalty: 929.715576 Iteration 13Q: 3 clusters Score -1429116 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -1429280.250000 Penalty: 929.715576 Iteration 14Q: 3 clusters Score -1429280 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 26856 members Entering Unmasked Estep Score: -1429433.500000 Penalty: 929.715576 Iteration 15Q: 3 clusters Score -1429434 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 26964 members Entering Unmasked Estep Score: -1429512.125000 Penalty: 929.715576 Iteration 16Q: 3 clusters Score -1429512 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 27033 members Entering Unmasked Estep Score: -1429578.625000 Penalty: 929.715576 Iteration 17Q: 3 clusters Score -1429579 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 27070 members Entering Unmasked Estep Score: -1429614.125000 Penalty: 929.715576 Iteration 18Q: 3 clusters Score -1429614 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1429631.750000 Penalty: 929.715576 Iteration 19Q: 3 clusters Score -1429632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 27105 members Entering Unmasked Estep Score: -1429651.000000 Penalty: 929.715576 Iteration 20F: 3 clusters Score -1429651 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -1429660.625000 Penalty: 929.715576 Iteration 21Q: 3 clusters Score -1429661 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 27120 members Entering Unmasked Estep Score: -1429668.000000 Penalty: 929.715576 Iteration 22Q: 3 clusters Score -1429668 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 27127 members Entering Unmasked Estep Score: -1429670.500000 Penalty: 929.715576 Iteration 23Q: 3 clusters Score -1429670 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 27130 members Entering Unmasked Estep Score: -1429674.375000 Penalty: 929.715576 Iteration 24Q: 3 clusters Score -1429674 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 27138 members Entering Unmasked Estep Score: -1429675.750000 Penalty: 929.715576 Iteration 25Q: 3 clusters Score -1429676 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 27143 members Entering Unmasked Estep Score: -1429675.750000 Penalty: 929.715576 Iteration 26Q: 3 clusters Score -1429676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 27147 members Entering Unmasked Estep Score: -1429680.250000 Penalty: 929.715576 Iteration 27Q: 3 clusters Score -1429680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 27147 members Entering Unmasked Estep Score: -1429681.625000 Penalty: 929.715576 Iteration 28Q: 3 clusters Score -1429682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 27148 members Entering Unmasked Estep Score: -1429682.000000 Penalty: 929.715576 Iteration 29Q: 3 clusters Score -1429682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 27149 members Entering Unmasked Estep Score: -1429682.125000 Penalty: 929.715576 Iteration 30Q: 3 clusters Score -1429682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 27151 members Entering Unmasked Estep Score: -1429682.625000 Penalty: 929.715576 Iteration 31Q: 3 clusters Score -1429683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 27152 members Entering Unmasked Estep Score: -1429683.125000 Penalty: 929.715576 Iteration 32Q: 3 clusters Score -1429683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 27152 members Entering Unmasked Estep Score: -1429683.125000 Penalty: 929.715576 Iteration 33F: 3 clusters Score -1429683 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Entering Unmasked Estep Score: -498390.718750 Penalty: 420.534546 Iteration 0F: 2 clusters Score -498390.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -491531.062500 Penalty: 841.069092 Iteration 0F: 3 clusters Score -491531.1 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -495515.875000 Penalty: 841.069092 Iteration 1F: 3 clusters Score -495515.9 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -496648.062500 Penalty: 841.069092 Iteration 2F: 3 clusters Score -496648.1 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -497436.625000 Penalty: 841.069092 Iteration 3F: 3 clusters Score -497436.6 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -497911.687500 Penalty: 841.069092 Iteration 4F: 3 clusters Score -497911.7 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -498179.468750 Penalty: 841.069092 Iteration 5Q: 3 clusters Score -498179.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -498325.187500 Penalty: 841.069092 Iteration 6Q: 3 clusters Score -498325.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -498390.625000 Penalty: 841.069092 Iteration 7Q: 3 clusters Score -498390.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -498435.781250 Penalty: 841.069092 Iteration 8Q: 3 clusters Score -498435.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -498462.593750 Penalty: 841.069092 Iteration 9Q: 3 clusters Score -498462.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -498484.312500 Penalty: 841.069092 Iteration 10Q: 3 clusters Score -498484.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -498503.687500 Penalty: 841.069092 Iteration 11Q: 3 clusters Score -498503.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -498523.468750 Penalty: 841.069092 Iteration 12Q: 3 clusters Score -498523.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -498539.937500 Penalty: 841.069092 Iteration 13Q: 3 clusters Score -498539.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -498552.218750 Penalty: 841.069092 Iteration 14Q: 3 clusters Score -498552.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -498561.406250 Penalty: 841.069092 Iteration 15Q: 3 clusters Score -498561.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -498569.125000 Penalty: 841.069092 Iteration 16Q: 3 clusters Score -498569.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -498575.968750 Penalty: 841.069092 Iteration 17Q: 3 clusters Score -498576 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -498583.625000 Penalty: 841.069092 Iteration 18Q: 3 clusters Score -498583.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -498590.843750 Penalty: 841.069092 Iteration 19Q: 3 clusters Score -498590.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -498597.593750 Penalty: 841.069092 Iteration 20F: 3 clusters Score -498597.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -498605.000000 Penalty: 841.069092 Iteration 21Q: 3 clusters Score -498605 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -498617.781250 Penalty: 841.069092 Iteration 22Q: 3 clusters Score -498617.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -498627.031250 Penalty: 841.069092 Iteration 23Q: 3 clusters Score -498627 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -498636.687500 Penalty: 841.069092 Iteration 24Q: 3 clusters Score -498636.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -498643.343750 Penalty: 841.069092 Iteration 25Q: 3 clusters Score -498643.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -498648.531250 Penalty: 841.069092 Iteration 26Q: 3 clusters Score -498648.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -498655.031250 Penalty: 841.069092 Iteration 27Q: 3 clusters Score -498655 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -498659.593750 Penalty: 841.069092 Iteration 28Q: 3 clusters Score -498659.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -498665.625000 Penalty: 841.069092 Iteration 29Q: 3 clusters Score -498665.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -498668.656250 Penalty: 841.069092 Iteration 30Q: 3 clusters Score -498668.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -498670.750000 Penalty: 841.069092 Iteration 31Q: 3 clusters Score -498670.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -498672.468750 Penalty: 841.069092 Iteration 32Q: 3 clusters Score -498672.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -498674.656250 Penalty: 841.069092 Iteration 33Q: 3 clusters Score -498674.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -498676.718750 Penalty: 841.069092 Iteration 34Q: 3 clusters Score -498676.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -498682.156250 Penalty: 841.069092 Iteration 35Q: 3 clusters Score -498682.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -498684.937500 Penalty: 841.069092 Iteration 36Q: 3 clusters Score -498684.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -498690.656250 Penalty: 841.069092 Iteration 37Q: 3 clusters Score -498690.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -498699.406250 Penalty: 841.069092 Iteration 38Q: 3 clusters Score -498699.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -498714.000000 Penalty: 841.069092 Iteration 39Q: 3 clusters Score -498714 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -498728.343750 Penalty: 841.069092 Iteration 40F: 3 clusters Score -498728.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -498737.843750 Penalty: 841.069092 Iteration 41Q: 3 clusters Score -498737.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -498751.125000 Penalty: 841.069092 Iteration 42Q: 3 clusters Score -498751.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -498766.062500 Penalty: 841.069092 Iteration 43Q: 3 clusters Score -498766.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -498777.312500 Penalty: 841.069092 Iteration 44Q: 3 clusters Score -498777.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -498780.875000 Penalty: 841.069092 Iteration 45Q: 3 clusters Score -498780.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -498782.218750 Penalty: 841.069092 Iteration 46Q: 3 clusters Score -498782.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -498786.500000 Penalty: 841.069092 Iteration 47Q: 3 clusters Score -498786.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -498788.000000 Penalty: 841.069092 Iteration 48Q: 3 clusters Score -498788 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -498788.875000 Penalty: 841.069092 Iteration 49Q: 3 clusters Score -498788.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -498791.156250 Penalty: 841.069092 Iteration 50Q: 3 clusters Score -498791.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -498793.093750 Penalty: 841.069092 Iteration 51Q: 3 clusters Score -498793.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -498795.875000 Penalty: 841.069092 Iteration 52Q: 3 clusters Score -498795.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -498796.875000 Penalty: 841.069092 Iteration 53Q: 3 clusters Score -498796.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -498798.156250 Penalty: 841.069092 Iteration 54Q: 3 clusters Score -498798.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -498800.000000 Penalty: 841.069092 Iteration 55Q: 3 clusters Score -498800 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -498803.093750 Penalty: 841.069092 Iteration 56Q: 3 clusters Score -498803.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -498809.687500 Penalty: 841.069092 Iteration 57Q: 3 clusters Score -498809.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -498813.656250 Penalty: 841.069092 Iteration 58Q: 3 clusters Score -498813.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -498815.531250 Penalty: 841.069092 Iteration 59Q: 3 clusters Score -498815.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -498818.125000 Penalty: 841.069092 Iteration 60F: 3 clusters Score -498818.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -498820.062500 Penalty: 841.069092 Iteration 61Q: 3 clusters Score -498820.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -498821.250000 Penalty: 841.069092 Iteration 62Q: 3 clusters Score -498821.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -498822.625000 Penalty: 841.069092 Iteration 63Q: 3 clusters Score -498822.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -498822.750000 Penalty: 841.069092 Iteration 64Q: 3 clusters Score -498822.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -498823.937500 Penalty: 841.069092 Iteration 65Q: 3 clusters Score -498823.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -498825.281250 Penalty: 841.069092 Iteration 66Q: 3 clusters Score -498825.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -498825.625000 Penalty: 841.069092 Iteration 67Q: 3 clusters Score -498825.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -498824.937500 Penalty: 841.069092 Iteration 68Q: 3 clusters Score -498824.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -498825.812500 Penalty: 841.069092 Iteration 69Q: 3 clusters Score -498825.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -498826.656250 Penalty: 841.069092 Iteration 70Q: 3 clusters Score -498826.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -498827.625000 Penalty: 841.069092 Iteration 71Q: 3 clusters Score -498827.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -498828.406250 Penalty: 841.069092 Iteration 72Q: 3 clusters Score -498828.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -498828.125000 Penalty: 841.069092 Iteration 73Q: 3 clusters Score -498828.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -498828.312500 Penalty: 841.069092 Iteration 74Q: 3 clusters Score -498828.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -498829.062500 Penalty: 841.069092 Iteration 75Q: 3 clusters Score -498829.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -498829.437500 Penalty: 841.069092 Iteration 76Q: 3 clusters Score -498829.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -498829.718750 Penalty: 841.069092 Iteration 77Q: 3 clusters Score -498829.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -498830.250000 Penalty: 841.069092 Iteration 78Q: 3 clusters Score -498830.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -498831.406250 Penalty: 841.069092 Iteration 79Q: 3 clusters Score -498831.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -498831.156250 Penalty: 841.069092 Iteration 80F: 3 clusters Score -498831.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -498831.343750 Penalty: 841.069092 Iteration 81Q: 3 clusters Score -498831.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -498831.843750 Penalty: 841.069092 Iteration 82Q: 3 clusters Score -498831.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -498831.906250 Penalty: 841.069092 Iteration 83Q: 3 clusters Score -498831.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -498832.000000 Penalty: 841.069092 Iteration 84Q: 3 clusters Score -498832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -498832.468750 Penalty: 841.069092 Iteration 85Q: 3 clusters Score -498832.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -498832.750000 Penalty: 841.069092 Iteration 86Q: 3 clusters Score -498832.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -498833.468750 Penalty: 841.069092 Iteration 87Q: 3 clusters Score -498833.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -498833.312500 Penalty: 841.069092 Iteration 88Q: 3 clusters Score -498833.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -498833.375000 Penalty: 841.069092 Iteration 89Q: 3 clusters Score -498833.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -498833.718750 Penalty: 841.069092 Iteration 90Q: 3 clusters Score -498833.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -498834.156250 Penalty: 841.069092 Iteration 91Q: 3 clusters Score -498834.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -498834.625000 Penalty: 841.069092 Iteration 92Q: 3 clusters Score -498834.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -498833.968750 Penalty: 841.069092 Iteration 93Q: 3 clusters Score -498834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -498833.968750 Penalty: 841.069092 Iteration 94F: 3 clusters Score -498834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 1796 members Mstep: Class 5 contains 66256 members Mstep: Class 6 contains 20089 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 4583 members Mstep: Class 14 contains 47212 members Mstep: Class 15 contains 1221 members Mstep: Class 16 contains 2397 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 3050 members Mstep: Class 19 contains 21625 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119482 members Mstep: Class 22 contains 27724 members Mstep: Class 23 contains 9049 members Mstep: Class 24 contains 793 members Mstep: Class 25 contains 7277 members Entering Unmasked Estep Score: -21358894.000000 Penalty: 14710.809570 Splitting cluster 18 changes total score from -21344808.000000 to -21358894.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (21625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21625 members Entering Unmasked Estep Score: -1141280.500000 Penalty: 454.163055 Iteration 0F: 2 clusters Score -1141280 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -1127007.250000 Penalty: 908.326111 Iteration 0F: 3 clusters Score -1127007 nChanged 10179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -1133460.375000 Penalty: 908.326111 Iteration 1F: 3 clusters Score -1133460 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -1134515.250000 Penalty: 908.326111 Iteration 2F: 3 clusters Score -1134515 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -1135767.875000 Penalty: 908.326111 Iteration 3F: 3 clusters Score -1135768 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -1136978.500000 Penalty: 908.326111 Iteration 4F: 3 clusters Score -1136978 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 16630 members Entering Unmasked Estep Score: -1137989.625000 Penalty: 908.326111 Iteration 5F: 3 clusters Score -1137990 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 17638 members Entering Unmasked Estep Score: -1138753.625000 Penalty: 908.326111 Iteration 6F: 3 clusters Score -1138754 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 18426 members Entering Unmasked Estep Score: -1139252.000000 Penalty: 908.326111 Iteration 7Q: 3 clusters Score -1139252 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 19119 members Entering Unmasked Estep Score: -1139661.125000 Penalty: 908.326111 Iteration 8Q: 3 clusters Score -1139661 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -1140002.750000 Penalty: 908.326111 Iteration 9Q: 3 clusters Score -1140003 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 20173 members Entering Unmasked Estep Score: -1140272.250000 Penalty: 908.326111 Iteration 10Q: 3 clusters Score -1140272 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -1140451.750000 Penalty: 908.326111 Iteration 11Q: 3 clusters Score -1140452 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -1140549.250000 Penalty: 908.326111 Iteration 12Q: 3 clusters Score -1140549 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 20941 members Entering Unmasked Estep Score: -1140625.125000 Penalty: 908.326111 Iteration 13Q: 3 clusters Score -1140625 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 21074 members Entering Unmasked Estep Score: -1140686.625000 Penalty: 908.326111 Iteration 14Q: 3 clusters Score -1140687 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 21170 members Entering Unmasked Estep Score: -1140737.875000 Penalty: 908.326111 Iteration 15Q: 3 clusters Score -1140738 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -1140791.875000 Penalty: 908.326111 Iteration 16Q: 3 clusters Score -1140792 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 21318 members Entering Unmasked Estep Score: -1140835.250000 Penalty: 908.326111 Iteration 17Q: 3 clusters Score -1140835 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -1140866.625000 Penalty: 908.326111 Iteration 18Q: 3 clusters Score -1140867 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 21389 members Entering Unmasked Estep Score: -1140879.125000 Penalty: 908.326111 Iteration 19Q: 3 clusters Score -1140879 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 21408 members Entering Unmasked Estep Score: -1140887.000000 Penalty: 908.326111 Iteration 20F: 3 clusters Score -1140887 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 21422 members Entering Unmasked Estep Score: -1140896.750000 Penalty: 908.326111 Iteration 21Q: 3 clusters Score -1140897 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 21431 members Entering Unmasked Estep Score: -1140900.125000 Penalty: 908.326111 Iteration 22Q: 3 clusters Score -1140900 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -1140908.375000 Penalty: 908.326111 Iteration 23Q: 3 clusters Score -1140908 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 21450 members Entering Unmasked Estep Score: -1140912.500000 Penalty: 908.326111 Iteration 24Q: 3 clusters Score -1140912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 21454 members Entering Unmasked Estep Score: -1140915.250000 Penalty: 908.326111 Iteration 25Q: 3 clusters Score -1140915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -1140917.000000 Penalty: 908.326111 Iteration 26Q: 3 clusters Score -1140917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 21463 members Entering Unmasked Estep Score: -1140915.625000 Penalty: 908.326111 Iteration 27Q: 3 clusters Score -1140916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -1140921.250000 Penalty: 908.326111 Iteration 28Q: 3 clusters Score -1140921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 21470 members Entering Unmasked Estep Score: -1140923.625000 Penalty: 908.326111 Iteration 29Q: 3 clusters Score -1140924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -1140924.625000 Penalty: 908.326111 Iteration 30Q: 3 clusters Score -1140925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -1140926.125000 Penalty: 908.326111 Iteration 31Q: 3 clusters Score -1140926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -1140926.000000 Penalty: 908.326111 Iteration 32Q: 3 clusters Score -1140926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 21478 members Entering Unmasked Estep Score: -1140926.250000 Penalty: 908.326111 Iteration 33Q: 3 clusters Score -1140926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 21478 members Entering Unmasked Estep Score: -1140926.250000 Penalty: 908.326111 Iteration 34F: 3 clusters Score -1140926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 2 contains 2026 members Mstep: Class 3 contains 244 members Mstep: Class 5 contains 66256 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 7079 members Mstep: Class 9 contains 3490 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 7956 members Mstep: Class 13 contains 4583 members Mstep: Class 14 contains 47212 members Mstep: Class 16 contains 2397 members Mstep: Class 17 contains 27355 members Mstep: Class 18 contains 3050 members Mstep: Class 19 contains 21625 members Entering Unmasked Estep ConsiderDeletion Score: -21363010.000000 Penalty: 14710.809570 Iteration 39Q: 26 clusters Score -2.136301e+07 nChanged 6989 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2001 members Mstep: Class 3 contains 248 members Mstep: Class 4 contains 1808 members Mstep: Class 5 contains 67028 members Mstep: Class 6 contains 19881 members Mstep: Class 7 contains 26798 members Mstep: Class 8 contains 7125 members Mstep: Class 9 contains 3544 members Mstep: Class 10 contains 2987 members Mstep: Class 11 contains 2208 members Mstep: Class 12 contains 8685 members Mstep: Class 13 contains 4552 members Mstep: Class 14 contains 47456 members Mstep: Class 15 contains 1184 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 27182 members Mstep: Class 18 contains 3235 members Mstep: Class 19 contains 21532 members Mstep: Class 20 contains 263 members Mstep: Class 21 contains 118321 members Mstep: Class 22 contains 27022 members Mstep: Class 23 contains 9033 members Mstep: Class 24 contains 726 members Mstep: Class 25 contains 6995 members Entering Unmasked Estep ConsiderDeletion Score: -21366356.000000 Penalty: 14710.809570 Iteration 40F: 26 clusters Score -2.136636e+07 nChanged 5731 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1913 members Mstep: Class 3 contains 266 members Mstep: Class 4 contains 1809 members Mstep: Class 5 contains 67249 members Mstep: Class 6 contains 20255 members Mstep: Class 7 contains 26807 members Mstep: Class 8 contains 6755 members Mstep: Class 9 contains 3618 members Mstep: Class 10 contains 3117 members Mstep: Class 11 contains 2391 members Mstep: Class 12 contains 8775 members Mstep: Class 13 contains 4498 members Mstep: Class 14 contains 46623 members Mstep: Class 15 contains 1315 members Mstep: Class 16 contains 2410 members Mstep: Class 17 contains 27051 members Mstep: Class 18 contains 3284 members Mstep: Class 19 contains 21476 members Mstep: Class 20 contains 257 members Mstep: Class 21 contains 118794 members Mstep: Class 22 contains 26891 members Mstep: Class 23 contains 8973 members Mstep: Class 24 contains 719 members Mstep: Class 25 contains 7053 members Entering Unmasked Estep ConsiderDeletion Score: -21367670.000000 Penalty: 14710.809570 Iteration 41Q: 26 clusters Score -2.136767e+07 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1835 members Mstep: Class 3 contains 271 members Mstep: Class 4 contains 1810 members Mstep: Class 5 contains 67457 members Mstep: Class 6 contains 20389 members Mstep: Class 7 contains 26822 members Mstep: Class 8 contains 6549 members Mstep: Class 9 contains 3720 members Mstep: Class 10 contains 3288 members Mstep: Class 11 contains 2519 members Mstep: Class 12 contains 8814 members Mstep: Class 13 contains 4473 members Mstep: Class 14 contains 46008 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 2410 members Mstep: Class 17 contains 26952 members Mstep: Class 18 contains 3360 members Mstep: Class 19 contains 21446 members Mstep: Class 20 contains 257 members Mstep: Class 21 contains 119088 members Mstep: Class 22 contains 26729 members Mstep: Class 23 contains 8951 members Mstep: Class 24 contains 670 members Mstep: Class 25 contains 7081 members Entering Unmasked Estep ConsiderDeletion Score: -21368318.000000 Penalty: 14710.809570 Iteration 42Q: 26 clusters Score -2.136832e+07 nChanged 2545 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1737 members Mstep: Class 3 contains 275 members Mstep: Class 4 contains 1813 members Mstep: Class 5 contains 67623 members Mstep: Class 6 contains 20458 members Mstep: Class 7 contains 26843 members Mstep: Class 8 contains 6413 members Mstep: Class 9 contains 3827 members Mstep: Class 10 contains 3451 members Mstep: Class 11 contains 2594 members Mstep: Class 12 contains 8819 members Mstep: Class 13 contains 4475 members Mstep: Class 14 contains 45535 members Mstep: Class 15 contains 1559 members Mstep: Class 16 contains 2413 members Mstep: Class 17 contains 26881 members Mstep: Class 18 contains 3436 members Mstep: Class 19 contains 21438 members Mstep: Class 20 contains 257 members Mstep: Class 21 contains 119273 members Mstep: Class 22 contains 26574 members Mstep: Class 23 contains 8947 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 7071 members Entering Unmasked Estep ConsiderDeletion Score: -21368880.000000 Penalty: 14710.809570 Iteration 43Q: 26 clusters Score -2.136888e+07 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1655 members Mstep: Class 3 contains 275 members Mstep: Class 4 contains 1817 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 20516 members Mstep: Class 7 contains 26854 members Mstep: Class 8 contains 6302 members Mstep: Class 9 contains 3938 members Mstep: Class 10 contains 3580 members Mstep: Class 11 contains 2656 members Mstep: Class 12 contains 8855 members Mstep: Class 13 contains 4502 members Mstep: Class 14 contains 45166 members Mstep: Class 15 contains 1676 members Mstep: Class 16 contains 2417 members Mstep: Class 17 contains 26830 members Mstep: Class 18 contains 3523 members Mstep: Class 19 contains 21425 members Mstep: Class 20 contains 255 members Mstep: Class 21 contains 119361 members Mstep: Class 22 contains 26430 members Mstep: Class 23 contains 8951 members Mstep: Class 24 contains 608 members Mstep: Class 25 contains 7048 members Entering Unmasked Estep ConsiderDeletion Score: -21369366.000000 Penalty: 14710.809570 Iteration 44Q: 26 clusters Score -2.136937e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1820 members Mstep: Class 5 contains 67825 members Mstep: Class 6 contains 20568 members Mstep: Class 7 contains 26854 members Mstep: Class 8 contains 6209 members Mstep: Class 9 contains 4058 members Mstep: Class 10 contains 3682 members Mstep: Class 11 contains 2684 members Mstep: Class 12 contains 8887 members Mstep: Class 13 contains 4530 members Mstep: Class 14 contains 44858 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 26801 members Mstep: Class 18 contains 3602 members Mstep: Class 19 contains 21424 members Mstep: Class 20 contains 257 members Mstep: Class 21 contains 119437 members Mstep: Class 22 contains 26286 members Mstep: Class 23 contains 8945 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 7025 members Entering Unmasked Estep ConsiderDeletion Score: -21370000.000000 Penalty: 14710.809570 Iteration 45Q: 26 clusters Score -2.137e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 1825 members Mstep: Class 5 contains 67861 members Mstep: Class 6 contains 20549 members Mstep: Class 7 contains 26852 members Mstep: Class 8 contains 6041 members Mstep: Class 9 contains 4183 members Mstep: Class 10 contains 3765 members Mstep: Class 11 contains 2707 members Mstep: Class 12 contains 8928 members Mstep: Class 13 contains 4562 members Mstep: Class 14 contains 44604 members Mstep: Class 15 contains 1873 members Mstep: Class 16 contains 2421 members Mstep: Class 17 contains 26770 members Mstep: Class 18 contains 3677 members Mstep: Class 19 contains 21432 members Mstep: Class 20 contains 260 members Mstep: Class 21 contains 119510 members Mstep: Class 22 contains 26133 members Mstep: Class 23 contains 8938 members Mstep: Class 24 contains 551 members Mstep: Class 25 contains 6984 members Entering Unmasked Estep ConsiderDeletion Score: -21371062.000000 Penalty: 14710.809570 Iteration 46Q: 26 clusters Score -2.137106e+07 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2039 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 1825 members Mstep: Class 5 contains 67814 members Mstep: Class 6 contains 20484 members Mstep: Class 7 contains 26845 members Mstep: Class 8 contains 5778 members Mstep: Class 9 contains 4283 members Mstep: Class 10 contains 3829 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 8975 members Mstep: Class 13 contains 4586 members Mstep: Class 14 contains 44404 members Mstep: Class 15 contains 1942 members Mstep: Class 16 contains 2433 members Mstep: Class 17 contains 26749 members Mstep: Class 18 contains 3758 members Mstep: Class 19 contains 21443 members Mstep: Class 20 contains 260 members Mstep: Class 21 contains 119568 members Mstep: Class 22 contains 25983 members Mstep: Class 23 contains 8933 members Mstep: Class 24 contains 539 members Mstep: Class 25 contains 6930 members Entering Unmasked Estep ConsiderDeletion Score: -21371806.000000 Penalty: 14710.809570 Iteration 47Q: 26 clusters Score -2.137181e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 1822 members Mstep: Class 5 contains 67753 members Mstep: Class 6 contains 20445 members Mstep: Class 7 contains 26842 members Mstep: Class 8 contains 5511 members Mstep: Class 9 contains 4386 members Mstep: Class 10 contains 3889 members Mstep: Class 11 contains 2730 members Mstep: Class 12 contains 9006 members Mstep: Class 13 contains 4624 members Mstep: Class 14 contains 44262 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 2437 members Mstep: Class 17 contains 26728 members Mstep: Class 18 contains 3824 members Mstep: Class 19 contains 21449 members Mstep: Class 20 contains 259 members Mstep: Class 21 contains 119592 members Mstep: Class 22 contains 25819 members Mstep: Class 23 contains 8929 members Mstep: Class 24 contains 540 members Mstep: Class 25 contains 6864 members Entering Unmasked Estep ConsiderDeletion Score: -21372440.000000 Penalty: 14710.809570 Iteration 48Q: 26 clusters Score -2.137244e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2842 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 1822 members Mstep: Class 5 contains 67649 members Mstep: Class 6 contains 20377 members Mstep: Class 7 contains 26842 members Mstep: Class 8 contains 5231 members Mstep: Class 9 contains 4482 members Mstep: Class 10 contains 3930 members Mstep: Class 11 contains 2741 members Mstep: Class 12 contains 9057 members Mstep: Class 13 contains 4658 members Mstep: Class 14 contains 44155 members Mstep: Class 15 contains 2023 members Mstep: Class 16 contains 2448 members Mstep: Class 17 contains 26718 members Mstep: Class 18 contains 3897 members Mstep: Class 19 contains 21448 members Mstep: Class 20 contains 258 members Mstep: Class 21 contains 119643 members Mstep: Class 22 contains 25669 members Mstep: Class 23 contains 8908 members Mstep: Class 24 contains 553 members Mstep: Class 25 contains 6779 members Entering Unmasked Estep ConsiderDeletion Score: -21372786.000000 Penalty: 14710.809570 Iteration 49Q: 26 clusters Score -2.137279e+07 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3222 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1826 members Mstep: Class 5 contains 67541 members Mstep: Class 6 contains 20341 members Mstep: Class 7 contains 26832 members Mstep: Class 8 contains 4999 members Mstep: Class 9 contains 4562 members Mstep: Class 10 contains 3968 members Mstep: Class 11 contains 2752 members Mstep: Class 12 contains 9102 members Mstep: Class 13 contains 4682 members Mstep: Class 14 contains 44079 members Mstep: Class 15 contains 2048 members Mstep: Class 16 contains 2448 members Mstep: Class 17 contains 26710 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 21445 members Mstep: Class 20 contains 259 members Mstep: Class 21 contains 119655 members Mstep: Class 22 contains 25524 members Mstep: Class 23 contains 8896 members Mstep: Class 24 contains 560 members Mstep: Class 25 contains 6698 members Entering Unmasked Estep ConsiderDeletion Score: -21373178.000000 Penalty: 14710.809570 Iteration 50Q: 26 clusters Score -2.137318e+07 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3562 members Mstep: Class 3 contains 278 members Mstep: Class 4 contains 1829 members Mstep: Class 5 contains 67434 members Mstep: Class 6 contains 20303 members Mstep: Class 7 contains 26830 members Mstep: Class 8 contains 4838 members Mstep: Class 9 contains 4634 members Mstep: Class 10 contains 4014 members Mstep: Class 11 contains 2766 members Mstep: Class 12 contains 9135 members Mstep: Class 13 contains 4714 members Mstep: Class 14 contains 44017 members Mstep: Class 15 contains 2067 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 26699 members Mstep: Class 18 contains 4057 members Mstep: Class 19 contains 21442 members Mstep: Class 20 contains 259 members Mstep: Class 21 contains 119672 members Mstep: Class 22 contains 25364 members Mstep: Class 23 contains 8886 members Mstep: Class 24 contains 563 members Mstep: Class 25 contains 6606 members Entering Unmasked Estep ConsiderDeletion Score: -21373488.000000 Penalty: 14710.809570 Iteration 51Q: 26 clusters Score -2.137349e+07 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3827 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1839 members Mstep: Class 5 contains 67385 members Mstep: Class 6 contains 20268 members Mstep: Class 7 contains 26827 members Mstep: Class 8 contains 4699 members Mstep: Class 9 contains 4706 members Mstep: Class 10 contains 4048 members Mstep: Class 11 contains 2776 members Mstep: Class 12 contains 9166 members Mstep: Class 13 contains 4731 members Mstep: Class 14 contains 43977 members Mstep: Class 15 contains 2078 members Mstep: Class 16 contains 2433 members Mstep: Class 17 contains 26689 members Mstep: Class 18 contains 4134 members Mstep: Class 19 contains 21442 members Mstep: Class 20 contains 261 members Mstep: Class 21 contains 119679 members Mstep: Class 22 contains 25213 members Mstep: Class 23 contains 8878 members Mstep: Class 24 contains 580 members Mstep: Class 25 contains 6493 members Entering Unmasked Estep ConsiderDeletion Score: -21373676.000000 Penalty: 14710.809570 Iteration 52Q: 26 clusters Score -2.137368e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4033 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1844 members Mstep: Class 5 contains 67379 members Mstep: Class 6 contains 20230 members Mstep: Class 7 contains 26816 members Mstep: Class 8 contains 4590 members Mstep: Class 9 contains 4791 members Mstep: Class 10 contains 4067 members Mstep: Class 11 contains 2786 members Mstep: Class 12 contains 9181 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 43942 members Mstep: Class 15 contains 2085 members Mstep: Class 16 contains 2428 members Mstep: Class 17 contains 26681 members Mstep: Class 18 contains 4206 members Mstep: Class 19 contains 21440 members Mstep: Class 20 contains 264 members Mstep: Class 21 contains 119696 members Mstep: Class 22 contains 25056 members Mstep: Class 23 contains 8877 members Mstep: Class 24 contains 590 members Mstep: Class 25 contains 6388 members Entering Unmasked Estep ConsiderDeletion Score: -21373930.000000 Penalty: 14710.809570 Iteration 53Q: 26 clusters Score -2.137393e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 4178 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1846 members Mstep: Class 5 contains 67391 members Mstep: Class 6 contains 20168 members Mstep: Class 7 contains 26807 members Mstep: Class 8 contains 4539 members Mstep: Class 9 contains 4873 members Mstep: Class 10 contains 4093 members Mstep: Class 11 contains 2793 members Mstep: Class 12 contains 9198 members Mstep: Class 13 contains 4774 members Mstep: Class 14 contains 43910 members Mstep: Class 15 contains 2094 members Mstep: Class 16 contains 2420 members Mstep: Class 17 contains 26673 members Mstep: Class 18 contains 4261 members Mstep: Class 19 contains 21441 members Mstep: Class 20 contains 266 members Mstep: Class 21 contains 119696 members Mstep: Class 22 contains 24902 members Mstep: Class 23 contains 8869 members Mstep: Class 24 contains 609 members Mstep: Class 25 contains 6293 members Entering Unmasked Estep ConsiderDeletion Score: -21374226.000000 Penalty: 14710.809570 Iteration 54Q: 26 clusters Score -2.137423e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4280 members Mstep: Class 3 contains 276 members Mstep: Class 4 contains 1847 members Mstep: Class 5 contains 67418 members Mstep: Class 6 contains 20094 members Mstep: Class 7 contains 26783 members Mstep: Class 8 contains 4507 members Mstep: Class 9 contains 4958 members Mstep: Class 10 contains 4107 members Mstep: Class 11 contains 2799 members Mstep: Class 12 contains 9223 members Mstep: Class 13 contains 4786 members Mstep: Class 14 contains 43877 members Mstep: Class 15 contains 2102 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 26666 members Mstep: Class 18 contains 4303 members Mstep: Class 19 contains 21441 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119687 members Mstep: Class 22 contains 24773 members Mstep: Class 23 contains 8864 members Mstep: Class 24 contains 629 members Mstep: Class 25 contains 6230 members Entering Unmasked Estep ConsiderDeletion Score: -21374570.000000 Penalty: 14710.809570 Iteration 55Q: 26 clusters Score -2.137457e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 4360 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 1845 members Mstep: Class 5 contains 67458 members Mstep: Class 6 contains 20029 members Mstep: Class 7 contains 26766 members Mstep: Class 8 contains 4485 members Mstep: Class 9 contains 5038 members Mstep: Class 10 contains 4125 members Mstep: Class 11 contains 2802 members Mstep: Class 12 contains 9241 members Mstep: Class 13 contains 4804 members Mstep: Class 14 contains 43840 members Mstep: Class 15 contains 2111 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 26662 members Mstep: Class 18 contains 4298 members Mstep: Class 19 contains 21441 members Mstep: Class 20 contains 274 members Mstep: Class 21 contains 119648 members Mstep: Class 22 contains 24644 members Mstep: Class 23 contains 8869 members Mstep: Class 24 contains 655 members Mstep: Class 25 contains 6204 members Entering Unmasked Estep ConsiderDeletion Score: -21374824.000000 Penalty: 14710.809570 Iteration 56Q: 26 clusters Score -2.137482e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 4432 members Mstep: Class 3 contains 285 members Mstep: Class 4 contains 1844 members Mstep: Class 5 contains 67478 members Mstep: Class 6 contains 19971 members Mstep: Class 7 contains 26749 members Mstep: Class 8 contains 4466 members Mstep: Class 9 contains 5101 members Mstep: Class 10 contains 4140 members Mstep: Class 11 contains 2807 members Mstep: Class 12 contains 9263 members Mstep: Class 13 contains 4824 members Mstep: Class 14 contains 43809 members Mstep: Class 15 contains 2111 members Mstep: Class 16 contains 2419 members Mstep: Class 17 contains 26658 members Mstep: Class 18 contains 4278 members Mstep: Class 19 contains 21440 members Mstep: Class 20 contains 274 members Mstep: Class 21 contains 119626 members Mstep: Class 22 contains 24533 members Mstep: Class 23 contains 8873 members Mstep: Class 24 contains 681 members Mstep: Class 25 contains 6204 members Entering Unmasked Estep ConsiderDeletion Score: -21374966.000000 Penalty: 14710.809570 Iteration 57Q: 26 clusters Score -2.137497e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 4483 members Mstep: Class 3 contains 292 members Mstep: Class 4 contains 1845 members Mstep: Class 5 contains 67503 members Mstep: Class 6 contains 19942 members Mstep: Class 7 contains 26732 members Mstep: Class 8 contains 4460 members Mstep: Class 9 contains 5161 members Mstep: Class 10 contains 4155 members Mstep: Class 11 contains 2818 members Mstep: Class 12 contains 9265 members Mstep: Class 13 contains 4839 members Mstep: Class 14 contains 43778 members Mstep: Class 15 contains 2118 members Mstep: Class 16 contains 2412 members Mstep: Class 17 contains 26650 members Mstep: Class 18 contains 4255 members Mstep: Class 19 contains 21436 members Mstep: Class 20 contains 272 members Mstep: Class 21 contains 119587 members Mstep: Class 22 contains 24428 members Mstep: Class 23 contains 8882 members Mstep: Class 24 contains 692 members Mstep: Class 25 contains 6220 members Entering Unmasked Estep ConsiderDeletion Score: -21375100.000000 Penalty: 14710.809570 Iteration 58Q: 26 clusters Score -2.13751e+07 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4536 members Mstep: Class 3 contains 301 members Mstep: Class 4 contains 1850 members Mstep: Class 5 contains 67529 members Mstep: Class 6 contains 19915 members Mstep: Class 7 contains 26722 members Mstep: Class 8 contains 4440 members Mstep: Class 9 contains 5214 members Mstep: Class 10 contains 4166 members Mstep: Class 11 contains 2825 members Mstep: Class 12 contains 9278 members Mstep: Class 13 contains 4850 members Mstep: Class 14 contains 43761 members Mstep: Class 15 contains 2123 members Mstep: Class 16 contains 2406 members Mstep: Class 17 contains 26646 members Mstep: Class 18 contains 4234 members Mstep: Class 19 contains 21433 members Mstep: Class 20 contains 272 members Mstep: Class 21 contains 119552 members Mstep: Class 22 contains 24335 members Mstep: Class 23 contains 8881 members Mstep: Class 24 contains 702 members Mstep: Class 25 contains 6221 members Entering Unmasked Estep ConsiderDeletion Score: -21375138.000000 Penalty: 14710.809570 Iteration 59Q: 26 clusters Score -2.137514e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 308 members Mstep: Class 4 contains 1854 members Mstep: Class 5 contains 67560 members Mstep: Class 6 contains 19893 members Mstep: Class 7 contains 26710 members Mstep: Class 8 contains 4436 members Mstep: Class 9 contains 5260 members Mstep: Class 10 contains 4177 members Mstep: Class 11 contains 2823 members Mstep: Class 12 contains 9290 members Mstep: Class 13 contains 4864 members Mstep: Class 14 contains 43748 members Mstep: Class 15 contains 2125 members Mstep: Class 16 contains 2395 members Mstep: Class 17 contains 26645 members Mstep: Class 18 contains 4201 members Mstep: Class 19 contains 21432 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119508 members Mstep: Class 22 contains 24236 members Mstep: Class 23 contains 8883 members Mstep: Class 24 contains 709 members Mstep: Class 25 contains 6245 members Entering Unmasked Estep ConsiderDeletion Score: -21375688.000000 Penalty: 14710.809570 Iteration 60F: 26 clusters Score -2.137569e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4980 members Mstep: Class 3 contains 317 members Mstep: Class 4 contains 1855 members Mstep: Class 5 contains 67525 members Mstep: Class 6 contains 19875 members Mstep: Class 7 contains 26700 members Mstep: Class 8 contains 4171 members Mstep: Class 9 contains 5315 members Mstep: Class 10 contains 4193 members Mstep: Class 11 contains 2826 members Mstep: Class 12 contains 9288 members Mstep: Class 13 contains 4872 members Mstep: Class 14 contains 43698 members Mstep: Class 15 contains 2169 members Mstep: Class 16 contains 2371 members Mstep: Class 17 contains 26644 members Mstep: Class 18 contains 4170 members Mstep: Class 19 contains 21430 members Mstep: Class 20 contains 273 members Mstep: Class 21 contains 119462 members Mstep: Class 22 contains 24137 members Mstep: Class 23 contains 8886 members Mstep: Class 24 contains 706 members Mstep: Class 25 contains 6274 members Entering Unmasked Estep ConsiderDeletion Score: -21376154.000000 Penalty: 14710.809570 Iteration 61Q: 26 clusters Score -2.137615e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 5320 members Mstep: Class 3 contains 325 members Mstep: Class 4 contains 1857 members Mstep: Class 5 contains 67453 members Mstep: Class 6 contains 19853 members Mstep: Class 7 contains 26686 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 5366 members Mstep: Class 10 contains 4205 members Mstep: Class 11 contains 2830 members Mstep: Class 12 contains 9287 members Mstep: Class 13 contains 4879 members Mstep: Class 14 contains 43646 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 2350 members Mstep: Class 17 contains 26641 members Mstep: Class 18 contains 4136 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 272 members Mstep: Class 21 contains 119451 members Mstep: Class 22 contains 24054 members Mstep: Class 23 contains 8885 members Mstep: Class 24 contains 690 members Mstep: Class 25 contains 6307 members Entering Unmasked Estep ConsiderDeletion Score: -21376442.000000 Penalty: 14710.809570 Iteration 62Q: 26 clusters Score -2.137644e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 5576 members Mstep: Class 3 contains 334 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 67367 members Mstep: Class 6 contains 19841 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3831 members Mstep: Class 9 contains 5405 members Mstep: Class 10 contains 4221 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9294 members Mstep: Class 13 contains 4885 members Mstep: Class 14 contains 43597 members Mstep: Class 15 contains 2268 members Mstep: Class 16 contains 2328 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 4108 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119433 members Mstep: Class 22 contains 23991 members Mstep: Class 23 contains 8884 members Mstep: Class 24 contains 681 members Mstep: Class 25 contains 6327 members Entering Unmasked Estep ConsiderDeletion Score: -21376560.000000 Penalty: 14710.809570 Iteration 63Q: 26 clusters Score -2.137656e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 5757 members Mstep: Class 3 contains 342 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 67314 members Mstep: Class 6 contains 19835 members Mstep: Class 7 contains 26676 members Mstep: Class 8 contains 3722 members Mstep: Class 9 contains 5442 members Mstep: Class 10 contains 4230 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9312 members Mstep: Class 13 contains 4887 members Mstep: Class 14 contains 43551 members Mstep: Class 15 contains 2305 members Mstep: Class 16 contains 2296 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 4082 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 268 members Mstep: Class 21 contains 119440 members Mstep: Class 22 contains 23937 members Mstep: Class 23 contains 8887 members Mstep: Class 24 contains 673 members Mstep: Class 25 contains 6337 members Entering Unmasked Estep ConsiderDeletion Score: -21376730.000000 Penalty: 14710.809570 Iteration 64Q: 26 clusters Score -2.137673e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 5911 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 1869 members Mstep: Class 5 contains 67249 members Mstep: Class 6 contains 19828 members Mstep: Class 7 contains 26669 members Mstep: Class 8 contains 3645 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 4238 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9306 members Mstep: Class 13 contains 4888 members Mstep: Class 14 contains 43522 members Mstep: Class 15 contains 2338 members Mstep: Class 16 contains 2260 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 268 members Mstep: Class 21 contains 119449 members Mstep: Class 22 contains 23895 members Mstep: Class 23 contains 8885 members Mstep: Class 24 contains 662 members Mstep: Class 25 contains 6366 members Entering Unmasked Estep ConsiderDeletion Score: -21376838.000000 Penalty: 14710.809570 Iteration 65Q: 26 clusters Score -2.137684e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 6023 members Mstep: Class 3 contains 361 members Mstep: Class 4 contains 1872 members Mstep: Class 5 contains 67218 members Mstep: Class 6 contains 19837 members Mstep: Class 7 contains 26665 members Mstep: Class 8 contains 3583 members Mstep: Class 9 contains 5518 members Mstep: Class 10 contains 4244 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9304 members Mstep: Class 13 contains 4892 members Mstep: Class 14 contains 43497 members Mstep: Class 15 contains 2362 members Mstep: Class 16 contains 2229 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 4026 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119448 members Mstep: Class 22 contains 23853 members Mstep: Class 23 contains 8880 members Mstep: Class 24 contains 649 members Mstep: Class 25 contains 6396 members Entering Unmasked Estep ConsiderDeletion Score: -21376874.000000 Penalty: 14710.809570 Iteration 66Q: 26 clusters Score -2.137687e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 6111 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 1878 members Mstep: Class 5 contains 67177 members Mstep: Class 6 contains 19837 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 3553 members Mstep: Class 9 contains 5542 members Mstep: Class 10 contains 4248 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9310 members Mstep: Class 13 contains 4892 members Mstep: Class 14 contains 43469 members Mstep: Class 15 contains 2386 members Mstep: Class 16 contains 2203 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 4002 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119442 members Mstep: Class 22 contains 23817 members Mstep: Class 23 contains 8882 members Mstep: Class 24 contains 634 members Mstep: Class 25 contains 6440 members Entering Unmasked Estep ConsiderDeletion Score: -21376892.000000 Penalty: 14710.809570 Iteration 67Q: 26 clusters Score -2.137689e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 6191 members Mstep: Class 3 contains 368 members Mstep: Class 4 contains 1882 members Mstep: Class 5 contains 67133 members Mstep: Class 6 contains 19840 members Mstep: Class 7 contains 26646 members Mstep: Class 8 contains 3523 members Mstep: Class 9 contains 5566 members Mstep: Class 10 contains 4252 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9317 members Mstep: Class 13 contains 4892 members Mstep: Class 14 contains 43442 members Mstep: Class 15 contains 2407 members Mstep: Class 16 contains 2189 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3973 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119439 members Mstep: Class 22 contains 23796 members Mstep: Class 23 contains 8884 members Mstep: Class 24 contains 621 members Mstep: Class 25 contains 6467 members Entering Unmasked Estep ConsiderDeletion Score: -21376868.000000 Penalty: 14710.809570 Iteration 68Q: 26 clusters Score -2.137687e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 6254 members Mstep: Class 3 contains 370 members Mstep: Class 4 contains 1887 members Mstep: Class 5 contains 67085 members Mstep: Class 6 contains 19854 members Mstep: Class 7 contains 26637 members Mstep: Class 8 contains 3497 members Mstep: Class 9 contains 5590 members Mstep: Class 10 contains 4253 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9316 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 43422 members Mstep: Class 15 contains 2423 members Mstep: Class 16 contains 2182 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3949 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119432 members Mstep: Class 22 contains 23785 members Mstep: Class 23 contains 8882 members Mstep: Class 24 contains 608 members Mstep: Class 25 contains 6489 members Entering Unmasked Estep ConsiderDeletion Score: -21376934.000000 Penalty: 14710.809570 Iteration 69Q: 26 clusters Score -2.137693e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 6290 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 1891 members Mstep: Class 5 contains 67057 members Mstep: Class 6 contains 19871 members Mstep: Class 7 contains 26628 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 5611 members Mstep: Class 10 contains 4254 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9321 members Mstep: Class 13 contains 4896 members Mstep: Class 14 contains 43400 members Mstep: Class 15 contains 2436 members Mstep: Class 16 contains 2175 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3929 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119423 members Mstep: Class 22 contains 23776 members Mstep: Class 23 contains 8878 members Mstep: Class 24 contains 600 members Mstep: Class 25 contains 6510 members Entering Unmasked Estep ConsiderDeletion Score: -21376962.000000 Penalty: 14710.809570 Iteration 70Q: 26 clusters Score -2.137696e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 6323 members Mstep: Class 3 contains 377 members Mstep: Class 4 contains 1896 members Mstep: Class 5 contains 67041 members Mstep: Class 6 contains 19877 members Mstep: Class 7 contains 26622 members Mstep: Class 8 contains 3457 members Mstep: Class 9 contains 5638 members Mstep: Class 10 contains 4254 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9316 members Mstep: Class 13 contains 4896 members Mstep: Class 14 contains 43387 members Mstep: Class 15 contains 2444 members Mstep: Class 16 contains 2169 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3890 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119430 members Mstep: Class 22 contains 23762 members Mstep: Class 23 contains 8875 members Mstep: Class 24 contains 587 members Mstep: Class 25 contains 6546 members Entering Unmasked Estep ConsiderDeletion Score: -21376964.000000 Penalty: 14710.809570 Iteration 71Q: 26 clusters Score -2.137696e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 6353 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 1898 members Mstep: Class 5 contains 67028 members Mstep: Class 6 contains 19892 members Mstep: Class 7 contains 26614 members Mstep: Class 8 contains 3435 members Mstep: Class 9 contains 5663 members Mstep: Class 10 contains 4256 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9302 members Mstep: Class 13 contains 4896 members Mstep: Class 14 contains 43376 members Mstep: Class 15 contains 2456 members Mstep: Class 16 contains 2159 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3862 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119434 members Mstep: Class 22 contains 23752 members Mstep: Class 23 contains 8868 members Mstep: Class 24 contains 580 members Mstep: Class 25 contains 6573 members Entering Unmasked Estep ConsiderDeletion Score: -21376988.000000 Penalty: 14710.809570 Iteration 72Q: 26 clusters Score -2.137699e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 6373 members Mstep: Class 3 contains 383 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 67022 members Mstep: Class 6 contains 19906 members Mstep: Class 7 contains 26611 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 5676 members Mstep: Class 10 contains 4257 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9298 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 43365 members Mstep: Class 15 contains 2464 members Mstep: Class 16 contains 2156 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3841 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119423 members Mstep: Class 22 contains 23742 members Mstep: Class 23 contains 8864 members Mstep: Class 24 contains 574 members Mstep: Class 25 contains 6591 members Entering Unmasked Estep ConsiderDeletion Score: -21376948.000000 Penalty: 14710.809570 Iteration 73Q: 26 clusters Score -2.137695e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 6388 members Mstep: Class 3 contains 384 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67019 members Mstep: Class 6 contains 19915 members Mstep: Class 7 contains 26602 members Mstep: Class 8 contains 3396 members Mstep: Class 9 contains 5700 members Mstep: Class 10 contains 4257 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9300 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 43362 members Mstep: Class 15 contains 2467 members Mstep: Class 16 contains 2145 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3809 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119417 members Mstep: Class 22 contains 23734 members Mstep: Class 23 contains 8856 members Mstep: Class 24 contains 567 members Mstep: Class 25 contains 6625 members Entering Unmasked Estep ConsiderDeletion Score: -21376934.000000 Penalty: 14710.809570 Iteration 74Q: 26 clusters Score -2.137693e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 6393 members Mstep: Class 3 contains 385 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67033 members Mstep: Class 6 contains 19915 members Mstep: Class 7 contains 26597 members Mstep: Class 8 contains 3383 members Mstep: Class 9 contains 5721 members Mstep: Class 10 contains 4257 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9307 members Mstep: Class 13 contains 4893 members Mstep: Class 14 contains 43352 members Mstep: Class 15 contains 2471 members Mstep: Class 16 contains 2134 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3773 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119405 members Mstep: Class 22 contains 23720 members Mstep: Class 23 contains 8852 members Mstep: Class 24 contains 563 members Mstep: Class 25 contains 6673 members Entering Unmasked Estep ConsiderDeletion Score: -21376942.000000 Penalty: 14710.809570 Iteration 75Q: 26 clusters Score -2.137694e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 6397 members Mstep: Class 3 contains 385 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67045 members Mstep: Class 6 contains 19924 members Mstep: Class 7 contains 26594 members Mstep: Class 8 contains 3367 members Mstep: Class 9 contains 5740 members Mstep: Class 10 contains 4258 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9313 members Mstep: Class 13 contains 4894 members Mstep: Class 14 contains 43343 members Mstep: Class 15 contains 2472 members Mstep: Class 16 contains 2129 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3752 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 270 members Mstep: Class 21 contains 119391 members Mstep: Class 22 contains 23709 members Mstep: Class 23 contains 8844 members Mstep: Class 24 contains 561 members Mstep: Class 25 contains 6697 members Entering Unmasked Estep ConsiderDeletion Score: -21376942.000000 Penalty: 14710.809570 Iteration 76Q: 26 clusters Score -2.137694e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 6403 members Mstep: Class 3 contains 386 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67054 members Mstep: Class 6 contains 19936 members Mstep: Class 7 contains 26591 members Mstep: Class 8 contains 3354 members Mstep: Class 9 contains 5756 members Mstep: Class 10 contains 4262 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9312 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 43334 members Mstep: Class 15 contains 2473 members Mstep: Class 16 contains 2123 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3726 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119382 members Mstep: Class 22 contains 23698 members Mstep: Class 23 contains 8837 members Mstep: Class 24 contains 558 members Mstep: Class 25 contains 6719 members Entering Unmasked Estep ConsiderDeletion Score: -21376902.000000 Penalty: 14710.809570 Iteration 77Q: 26 clusters Score -2.13769e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 6407 members Mstep: Class 3 contains 386 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67057 members Mstep: Class 6 contains 19929 members Mstep: Class 7 contains 26592 members Mstep: Class 8 contains 3336 members Mstep: Class 9 contains 5789 members Mstep: Class 10 contains 4263 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9312 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 43322 members Mstep: Class 15 contains 2476 members Mstep: Class 16 contains 2115 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 3693 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119374 members Mstep: Class 22 contains 23694 members Mstep: Class 23 contains 8831 members Mstep: Class 24 contains 555 members Mstep: Class 25 contains 6758 members Entering Unmasked Estep ConsiderDeletion Score: -21376946.000000 Penalty: 14710.809570 Iteration 78Q: 26 clusters Score -2.137695e+07 nChanged 189 Entering ConstructFrom: Score: -21376946.000000 Penalty: 14710.809570 Entering ConstructFrom: Trying to split cluster 1 (1715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Entering Unmasked Estep Score: -71397.835938 Penalty: 338.846161 Iteration 0F: 2 clusters Score -71397.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -70120.179688 Penalty: 677.692322 Iteration 0F: 3 clusters Score -70120.18 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -70736.281250 Penalty: 677.692322 Iteration 1F: 3 clusters Score -70736.28 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -70941.351562 Penalty: 677.692322 Iteration 2F: 3 clusters Score -70941.35 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -71070.070312 Penalty: 677.692322 Iteration 3F: 3 clusters Score -71070.07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -71168.468750 Penalty: 677.692322 Iteration 4F: 3 clusters Score -71168.47 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -71222.015625 Penalty: 677.692322 Iteration 5Q: 3 clusters Score -71222.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -71243.039062 Penalty: 677.692322 Iteration 6Q: 3 clusters Score -71243.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -71255.664062 Penalty: 677.692322 Iteration 7Q: 3 clusters Score -71255.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -71260.718750 Penalty: 677.692322 Iteration 8Q: 3 clusters Score -71260.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -71262.843750 Penalty: 677.692322 Iteration 9Q: 3 clusters Score -71262.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -71264.828125 Penalty: 677.692322 Iteration 10Q: 3 clusters Score -71264.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -71267.445312 Penalty: 677.692322 Iteration 11Q: 3 clusters Score -71267.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -71269.671875 Penalty: 677.692322 Iteration 12Q: 3 clusters Score -71269.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -71271.484375 Penalty: 677.692322 Iteration 13Q: 3 clusters Score -71271.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -71275.531250 Penalty: 677.692322 Iteration 14Q: 3 clusters Score -71275.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -71277.843750 Penalty: 677.692322 Iteration 15Q: 3 clusters Score -71277.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -71279.062500 Penalty: 677.692322 Iteration 16Q: 3 clusters Score -71279.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -71281.445312 Penalty: 677.692322 Iteration 17Q: 3 clusters Score -71281.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -71286.539062 Penalty: 677.692322 Iteration 18Q: 3 clusters Score -71286.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -71290.164062 Penalty: 677.692322 Iteration 19Q: 3 clusters Score -71290.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -71292.609375 Penalty: 677.692322 Iteration 20F: 3 clusters Score -71292.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -71295.664062 Penalty: 677.692322 Iteration 21Q: 3 clusters Score -71295.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -71300.085938 Penalty: 677.692322 Iteration 22Q: 3 clusters Score -71300.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -71305.875000 Penalty: 677.692322 Iteration 23Q: 3 clusters Score -71305.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -71310.382812 Penalty: 677.692322 Iteration 24Q: 3 clusters Score -71310.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -71316.023438 Penalty: 677.692322 Iteration 25Q: 3 clusters Score -71316.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -71319.179688 Penalty: 677.692322 Iteration 26Q: 3 clusters Score -71319.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -71320.554688 Penalty: 677.692322 Iteration 27Q: 3 clusters Score -71320.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -71321.835938 Penalty: 677.692322 Iteration 28Q: 3 clusters Score -71321.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -71321.984375 Penalty: 677.692322 Iteration 29Q: 3 clusters Score -71321.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -71321.984375 Penalty: 677.692322 Iteration 30F: 3 clusters Score -71321.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Entering Unmasked Estep Score: -337428.531250 Penalty: 398.835449 Iteration 0F: 2 clusters Score -337428.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -333191.750000 Penalty: 797.670898 Iteration 0F: 3 clusters Score -333191.8 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -335163.281250 Penalty: 797.670898 Iteration 1F: 3 clusters Score -335163.3 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -335655.187500 Penalty: 797.670898 Iteration 2F: 3 clusters Score -335655.2 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -336061.468750 Penalty: 797.670898 Iteration 3F: 3 clusters Score -336061.5 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -336330.218750 Penalty: 797.670898 Iteration 4F: 3 clusters Score -336330.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -336448.343750 Penalty: 797.670898 Iteration 5Q: 3 clusters Score -336448.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -336517.781250 Penalty: 797.670898 Iteration 6Q: 3 clusters Score -336517.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -336546.781250 Penalty: 797.670898 Iteration 7Q: 3 clusters Score -336546.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -336568.281250 Penalty: 797.670898 Iteration 8Q: 3 clusters Score -336568.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -336583.593750 Penalty: 797.670898 Iteration 9Q: 3 clusters Score -336583.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -336596.718750 Penalty: 797.670898 Iteration 10Q: 3 clusters Score -336596.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -336602.593750 Penalty: 797.670898 Iteration 11Q: 3 clusters Score -336602.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -336607.593750 Penalty: 797.670898 Iteration 12Q: 3 clusters Score -336607.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -336611.093750 Penalty: 797.670898 Iteration 13Q: 3 clusters Score -336611.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -336615.375000 Penalty: 797.670898 Iteration 14Q: 3 clusters Score -336615.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -336622.812500 Penalty: 797.670898 Iteration 15Q: 3 clusters Score -336622.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -336629.875000 Penalty: 797.670898 Iteration 16Q: 3 clusters Score -336629.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -336640.687500 Penalty: 797.670898 Iteration 17Q: 3 clusters Score -336640.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -336650.531250 Penalty: 797.670898 Iteration 18Q: 3 clusters Score -336650.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -336660.781250 Penalty: 797.670898 Iteration 19Q: 3 clusters Score -336660.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -336670.562500 Penalty: 797.670898 Iteration 20F: 3 clusters Score -336670.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -336682.343750 Penalty: 797.670898 Iteration 21Q: 3 clusters Score -336682.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -336692.187500 Penalty: 797.670898 Iteration 22Q: 3 clusters Score -336692.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -336701.187500 Penalty: 797.670898 Iteration 23Q: 3 clusters Score -336701.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -336710.625000 Penalty: 797.670898 Iteration 24Q: 3 clusters Score -336710.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -336718.187500 Penalty: 797.670898 Iteration 25Q: 3 clusters Score -336718.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -336723.500000 Penalty: 797.670898 Iteration 26Q: 3 clusters Score -336723.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -336729.468750 Penalty: 797.670898 Iteration 27Q: 3 clusters Score -336729.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -336734.875000 Penalty: 797.670898 Iteration 28Q: 3 clusters Score -336734.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -336743.062500 Penalty: 797.670898 Iteration 29Q: 3 clusters Score -336743.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -336750.843750 Penalty: 797.670898 Iteration 30Q: 3 clusters Score -336750.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -336758.187500 Penalty: 797.670898 Iteration 31Q: 3 clusters Score -336758.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -336766.625000 Penalty: 797.670898 Iteration 32Q: 3 clusters Score -336766.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -336774.625000 Penalty: 797.670898 Iteration 33Q: 3 clusters Score -336774.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -336785.937500 Penalty: 797.670898 Iteration 34Q: 3 clusters Score -336785.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -336794.656250 Penalty: 797.670898 Iteration 35Q: 3 clusters Score -336794.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -336803.718750 Penalty: 797.670898 Iteration 36Q: 3 clusters Score -336803.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -336815.937500 Penalty: 797.670898 Iteration 37Q: 3 clusters Score -336815.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -336828.125000 Penalty: 797.670898 Iteration 38Q: 3 clusters Score -336828.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -336840.906250 Penalty: 797.670898 Iteration 39Q: 3 clusters Score -336840.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -336852.750000 Penalty: 797.670898 Iteration 40F: 3 clusters Score -336852.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -336864.000000 Penalty: 797.670898 Iteration 41Q: 3 clusters Score -336864 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -336874.781250 Penalty: 797.670898 Iteration 42Q: 3 clusters Score -336874.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -336885.468750 Penalty: 797.670898 Iteration 43Q: 3 clusters Score -336885.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -336894.250000 Penalty: 797.670898 Iteration 44Q: 3 clusters Score -336894.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -336899.468750 Penalty: 797.670898 Iteration 45Q: 3 clusters Score -336899.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -336905.187500 Penalty: 797.670898 Iteration 46Q: 3 clusters Score -336905.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -336914.031250 Penalty: 797.670898 Iteration 47Q: 3 clusters Score -336914 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -336924.531250 Penalty: 797.670898 Iteration 48Q: 3 clusters Score -336924.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -336938.812500 Penalty: 797.670898 Iteration 49Q: 3 clusters Score -336938.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -336951.406250 Penalty: 797.670898 Iteration 50Q: 3 clusters Score -336951.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -336959.625000 Penalty: 797.670898 Iteration 51Q: 3 clusters Score -336959.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -336964.875000 Penalty: 797.670898 Iteration 52Q: 3 clusters Score -336964.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -336972.437500 Penalty: 797.670898 Iteration 53Q: 3 clusters Score -336972.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -336979.093750 Penalty: 797.670898 Iteration 54Q: 3 clusters Score -336979.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -336987.406250 Penalty: 797.670898 Iteration 55Q: 3 clusters Score -336987.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -336991.656250 Penalty: 797.670898 Iteration 56Q: 3 clusters Score -336991.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -336998.156250 Penalty: 797.670898 Iteration 57Q: 3 clusters Score -336998.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -337000.156250 Penalty: 797.670898 Iteration 58Q: 3 clusters Score -337000.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -337002.312500 Penalty: 797.670898 Iteration 59Q: 3 clusters Score -337002.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -337009.093750 Penalty: 797.670898 Iteration 60F: 3 clusters Score -337009.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -337015.218750 Penalty: 797.670898 Iteration 61Q: 3 clusters Score -337015.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -337019.125000 Penalty: 797.670898 Iteration 62Q: 3 clusters Score -337019.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -337024.375000 Penalty: 797.670898 Iteration 63Q: 3 clusters Score -337024.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -337031.718750 Penalty: 797.670898 Iteration 64Q: 3 clusters Score -337031.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -337041.843750 Penalty: 797.670898 Iteration 65Q: 3 clusters Score -337041.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -337052.250000 Penalty: 797.670898 Iteration 66Q: 3 clusters Score -337052.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -337060.906250 Penalty: 797.670898 Iteration 67Q: 3 clusters Score -337060.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -337073.312500 Penalty: 797.670898 Iteration 68Q: 3 clusters Score -337073.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -337090.187500 Penalty: 797.670898 Iteration 69Q: 3 clusters Score -337090.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -337102.343750 Penalty: 797.670898 Iteration 70Q: 3 clusters Score -337102.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -337107.406250 Penalty: 797.670898 Iteration 71Q: 3 clusters Score -337107.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -337109.906250 Penalty: 797.670898 Iteration 72Q: 3 clusters Score -337109.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -337110.750000 Penalty: 797.670898 Iteration 73Q: 3 clusters Score -337110.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -337112.781250 Penalty: 797.670898 Iteration 74Q: 3 clusters Score -337112.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -337115.531250 Penalty: 797.670898 Iteration 75Q: 3 clusters Score -337115.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -337119.093750 Penalty: 797.670898 Iteration 76Q: 3 clusters Score -337119.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -337120.781250 Penalty: 797.670898 Iteration 77Q: 3 clusters Score -337120.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -337122.062500 Penalty: 797.670898 Iteration 78Q: 3 clusters Score -337122.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -337123.281250 Penalty: 797.670898 Iteration 79Q: 3 clusters Score -337123.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -337125.062500 Penalty: 797.670898 Iteration 80F: 3 clusters Score -337125.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -337130.437500 Penalty: 797.670898 Iteration 81Q: 3 clusters Score -337130.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -337133.187500 Penalty: 797.670898 Iteration 82Q: 3 clusters Score -337133.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -337133.968750 Penalty: 797.670898 Iteration 83Q: 3 clusters Score -337134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -337135.437500 Penalty: 797.670898 Iteration 84Q: 3 clusters Score -337135.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -337136.843750 Penalty: 797.670898 Iteration 85Q: 3 clusters Score -337136.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -337139.312500 Penalty: 797.670898 Iteration 86Q: 3 clusters Score -337139.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -337140.250000 Penalty: 797.670898 Iteration 87Q: 3 clusters Score -337140.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -337140.406250 Penalty: 797.670898 Iteration 88Q: 3 clusters Score -337140.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -337140.406250 Penalty: 797.670898 Iteration 89F: 3 clusters Score -337140.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -12697.447266 Penalty: 271.108307 Iteration 0F: 2 clusters Score -12697.45 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: -12308.684570 Penalty: 542.216614 Iteration 0F: 3 clusters Score -12308.68 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12462.000977 Penalty: 542.216614 Iteration 1F: 3 clusters Score -12462 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12499.660156 Penalty: 542.216614 Iteration 2F: 3 clusters Score -12499.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -12515.391602 Penalty: 542.216614 Iteration 3Q: 3 clusters Score -12515.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12520.598633 Penalty: 542.216614 Iteration 4Q: 3 clusters Score -12520.6 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: -12527.601562 Penalty: 542.216614 Iteration 5Q: 3 clusters Score -12527.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12539.848633 Penalty: 542.216614 Iteration 6Q: 3 clusters Score -12539.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12547.088867 Penalty: 542.216614 Iteration 7Q: 3 clusters Score -12547.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -12548.460938 Penalty: 542.216614 Iteration 8Q: 3 clusters Score -12548.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -12548.460938 Penalty: 542.216614 Iteration 9F: 3 clusters Score -12548.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Entering Unmasked Estep Score: -110189.679688 Penalty: 343.555084 Iteration 0F: 2 clusters Score -110189.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -108847.984375 Penalty: 687.110168 Iteration 0F: 3 clusters Score -108848 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -109362.375000 Penalty: 687.110168 Iteration 1F: 3 clusters Score -109362.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -109489.156250 Penalty: 687.110168 Iteration 2F: 3 clusters Score -109489.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -109610.281250 Penalty: 687.110168 Iteration 3F: 3 clusters Score -109610.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -109718.812500 Penalty: 687.110168 Iteration 4F: 3 clusters Score -109718.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -109785.640625 Penalty: 687.110168 Iteration 5F: 3 clusters Score -109785.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -109810.859375 Penalty: 687.110168 Iteration 6Q: 3 clusters Score -109810.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -109822.718750 Penalty: 687.110168 Iteration 7Q: 3 clusters Score -109822.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -109831.273438 Penalty: 687.110168 Iteration 8Q: 3 clusters Score -109831.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -109835.250000 Penalty: 687.110168 Iteration 9Q: 3 clusters Score -109835.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -109836.468750 Penalty: 687.110168 Iteration 10Q: 3 clusters Score -109836.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -109837.406250 Penalty: 687.110168 Iteration 11Q: 3 clusters Score -109837.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -109837.804688 Penalty: 687.110168 Iteration 12Q: 3 clusters Score -109837.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -109838.468750 Penalty: 687.110168 Iteration 13Q: 3 clusters Score -109838.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -109838.703125 Penalty: 687.110168 Iteration 14Q: 3 clusters Score -109838.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -109839.078125 Penalty: 687.110168 Iteration 15Q: 3 clusters Score -109839.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -109839.492188 Penalty: 687.110168 Iteration 16Q: 3 clusters Score -109839.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -109839.851562 Penalty: 687.110168 Iteration 17Q: 3 clusters Score -109839.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -109839.851562 Penalty: 687.110168 Iteration 18F: 3 clusters Score -109839.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67059 members Entering Unmasked Estep Score: -3662670.000000 Penalty: 505.656433 Iteration 0F: 2 clusters Score -3662670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33449 members Mstep: Class 2 contains 33610 members Entering Unmasked Estep Score: -3617520.000000 Penalty: 1011.312866 Iteration 0F: 3 clusters Score -3617520 nChanged 32650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29049 members Mstep: Class 2 contains 38010 members Entering Unmasked Estep Score: -3638853.250000 Penalty: 1011.312866 Iteration 1F: 3 clusters Score -3638853 nChanged 4221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26762 members Mstep: Class 2 contains 40297 members Entering Unmasked Estep Score: -3641120.000000 Penalty: 1011.312866 Iteration 2F: 3 clusters Score -3641120 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23942 members Mstep: Class 2 contains 43117 members Entering Unmasked Estep Score: -3644010.500000 Penalty: 1011.312866 Iteration 3F: 3 clusters Score -3644010 nChanged 4424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 46191 members Entering Unmasked Estep Score: -3647328.750000 Penalty: 1011.312866 Iteration 4F: 3 clusters Score -3647329 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17914 members Mstep: Class 2 contains 49145 members Entering Unmasked Estep Score: -3650334.500000 Penalty: 1011.312866 Iteration 5F: 3 clusters Score -3650334 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 51769 members Entering Unmasked Estep Score: -3652841.250000 Penalty: 1011.312866 Iteration 6Q: 3 clusters Score -3652841 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 54075 members Entering Unmasked Estep Score: -3654796.250000 Penalty: 1011.312866 Iteration 7Q: 3 clusters Score -3654796 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 56045 members Entering Unmasked Estep Score: -3656261.000000 Penalty: 1011.312866 Iteration 8Q: 3 clusters Score -3656261 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 57759 members Entering Unmasked Estep Score: -3657366.500000 Penalty: 1011.312866 Iteration 9Q: 3 clusters Score -3657366 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 59312 members Entering Unmasked Estep Score: -3658291.750000 Penalty: 1011.312866 Iteration 10Q: 3 clusters Score -3658292 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 60667 members Entering Unmasked Estep Score: -3659105.000000 Penalty: 1011.312866 Iteration 11Q: 3 clusters Score -3659105 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 61843 members Entering Unmasked Estep Score: -3659831.500000 Penalty: 1011.312866 Iteration 12Q: 3 clusters Score -3659832 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 62844 members Entering Unmasked Estep Score: -3660452.500000 Penalty: 1011.312866 Iteration 13Q: 3 clusters Score -3660452 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 63669 members Entering Unmasked Estep Score: -3660923.000000 Penalty: 1011.312866 Iteration 14Q: 3 clusters Score -3660923 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 64314 members Entering Unmasked Estep Score: -3661297.250000 Penalty: 1011.312866 Iteration 15Q: 3 clusters Score -3661297 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 64812 members Entering Unmasked Estep Score: -3661537.250000 Penalty: 1011.312866 Iteration 16Q: 3 clusters Score -3661537 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 65178 members Entering Unmasked Estep Score: -3661715.750000 Penalty: 1011.312866 Iteration 17Q: 3 clusters Score -3661716 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 65470 members Entering Unmasked Estep Score: -3661849.250000 Penalty: 1011.312866 Iteration 18Q: 3 clusters Score -3661849 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 65703 members Entering Unmasked Estep Score: -3661953.750000 Penalty: 1011.312866 Iteration 19Q: 3 clusters Score -3661954 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 65858 members Entering Unmasked Estep Score: -3662005.250000 Penalty: 1011.312866 Iteration 20F: 3 clusters Score -3662005 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 65979 members Entering Unmasked Estep Score: -3662058.500000 Penalty: 1011.312866 Iteration 21Q: 3 clusters Score -3662058 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 66081 members Entering Unmasked Estep Score: -3662093.000000 Penalty: 1011.312866 Iteration 22Q: 3 clusters Score -3662093 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 66171 members Entering Unmasked Estep Score: -3662137.750000 Penalty: 1011.312866 Iteration 23Q: 3 clusters Score -3662138 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 66230 members Entering Unmasked Estep Score: -3662168.000000 Penalty: 1011.312866 Iteration 24Q: 3 clusters Score -3662168 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 66293 members Entering Unmasked Estep Score: -3662178.500000 Penalty: 1011.312866 Iteration 25Q: 3 clusters Score -3662178 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 66350 members Entering Unmasked Estep Score: -3662202.500000 Penalty: 1011.312866 Iteration 26Q: 3 clusters Score -3662202 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 66403 members Entering Unmasked Estep Score: -3662222.000000 Penalty: 1011.312866 Iteration 27Q: 3 clusters Score -3662222 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 66437 members Entering Unmasked Estep Score: -3662230.250000 Penalty: 1011.312866 Iteration 28Q: 3 clusters Score -3662230 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 66456 members Entering Unmasked Estep Score: -3662238.000000 Penalty: 1011.312866 Iteration 29Q: 3 clusters Score -3662238 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 66474 members Entering Unmasked Estep Score: -3662245.500000 Penalty: 1011.312866 Iteration 30Q: 3 clusters Score -3662246 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 66495 members Entering Unmasked Estep Score: -3662255.000000 Penalty: 1011.312866 Iteration 31Q: 3 clusters Score -3662255 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 66510 members Entering Unmasked Estep Score: -3662261.250000 Penalty: 1011.312866 Iteration 32Q: 3 clusters Score -3662261 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 66529 members Entering Unmasked Estep Score: -3662260.250000 Penalty: 1011.312866 Iteration 33Q: 3 clusters Score -3662260 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 66543 members Entering Unmasked Estep Score: -3662269.000000 Penalty: 1011.312866 Iteration 34Q: 3 clusters Score -3662269 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 66553 members Entering Unmasked Estep Score: -3662270.250000 Penalty: 1011.312866 Iteration 35Q: 3 clusters Score -3662270 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 66563 members Entering Unmasked Estep Score: -3662269.250000 Penalty: 1011.312866 Iteration 36Q: 3 clusters Score -3662269 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 66577 members Entering Unmasked Estep Score: -3662279.500000 Penalty: 1011.312866 Iteration 37Q: 3 clusters Score -3662280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 66587 members Entering Unmasked Estep Score: -3662285.750000 Penalty: 1011.312866 Iteration 38Q: 3 clusters Score -3662286 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 66600 members Entering Unmasked Estep Score: -3662287.250000 Penalty: 1011.312866 Iteration 39Q: 3 clusters Score -3662287 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 66614 members Entering Unmasked Estep Score: -3662301.250000 Penalty: 1011.312866 Iteration 40F: 3 clusters Score -3662301 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 66623 members Entering Unmasked Estep Score: -3662304.000000 Penalty: 1011.312866 Iteration 41Q: 3 clusters Score -3662304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 66634 members Entering Unmasked Estep Score: -3662307.500000 Penalty: 1011.312866 Iteration 42Q: 3 clusters Score -3662308 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 66649 members Entering Unmasked Estep Score: -3662321.000000 Penalty: 1011.312866 Iteration 43Q: 3 clusters Score -3662321 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 66659 members Entering Unmasked Estep Score: -3662321.750000 Penalty: 1011.312866 Iteration 44Q: 3 clusters Score -3662322 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 66658 members Entering Unmasked Estep Score: -3662327.500000 Penalty: 1011.312866 Iteration 45Q: 3 clusters Score -3662328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 66660 members Entering Unmasked Estep Score: -3662327.750000 Penalty: 1011.312866 Iteration 46Q: 3 clusters Score -3662328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 66660 members Entering Unmasked Estep Score: -3662333.000000 Penalty: 1011.312866 Iteration 47Q: 3 clusters Score -3662333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 66658 members Entering Unmasked Estep Score: -3662333.000000 Penalty: 1011.312866 Iteration 48Q: 3 clusters Score -3662333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 66653 members Entering Unmasked Estep Score: -3662336.250000 Penalty: 1011.312866 Iteration 49Q: 3 clusters Score -3662336 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 66651 members Entering Unmasked Estep Score: -3662337.000000 Penalty: 1011.312866 Iteration 50Q: 3 clusters Score -3662337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 66650 members Entering Unmasked Estep Score: -3662335.750000 Penalty: 1011.312866 Iteration 51Q: 3 clusters Score -3662336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 66649 members Entering Unmasked Estep Score: -3662336.250000 Penalty: 1011.312866 Iteration 52Q: 3 clusters Score -3662336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 66648 members Entering Unmasked Estep Score: -3662335.750000 Penalty: 1011.312866 Iteration 53Q: 3 clusters Score -3662336 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 66648 members Entering Unmasked Estep Score: -3662335.750000 Penalty: 1011.312866 Iteration 54F: 3 clusters Score -3662336 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (19941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Entering Unmasked Estep Score: -1032371.062500 Penalty: 450.474274 Iteration 0F: 2 clusters Score -1032371 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -1019082.625000 Penalty: 900.948547 Iteration 0F: 3 clusters Score -1019083 nChanged 9550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1025205.062500 Penalty: 900.948547 Iteration 1F: 3 clusters Score -1025205 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -1026042.500000 Penalty: 900.948547 Iteration 2F: 3 clusters Score -1026042 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -1026908.500000 Penalty: 900.948547 Iteration 3F: 3 clusters Score -1026908 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1027773.375000 Penalty: 900.948547 Iteration 4F: 3 clusters Score -1027773 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 15688 members Entering Unmasked Estep Score: -1028615.062500 Penalty: 900.948547 Iteration 5F: 3 clusters Score -1028615 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 16686 members Entering Unmasked Estep Score: -1029474.375000 Penalty: 900.948547 Iteration 6F: 3 clusters Score -1029474 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -1030254.437500 Penalty: 900.948547 Iteration 7Q: 3 clusters Score -1030254 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 18110 members Entering Unmasked Estep Score: -1030787.375000 Penalty: 900.948547 Iteration 8Q: 3 clusters Score -1030787 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 18498 members Entering Unmasked Estep Score: -1031116.062500 Penalty: 900.948547 Iteration 9Q: 3 clusters Score -1031116 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 18759 members Entering Unmasked Estep Score: -1031344.500000 Penalty: 900.948547 Iteration 10Q: 3 clusters Score -1031344 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 18946 members Entering Unmasked Estep Score: -1031514.625000 Penalty: 900.948547 Iteration 11Q: 3 clusters Score -1031515 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 19084 members Entering Unmasked Estep Score: -1031625.375000 Penalty: 900.948547 Iteration 12Q: 3 clusters Score -1031625 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -1031699.000000 Penalty: 900.948547 Iteration 13Q: 3 clusters Score -1031699 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 19283 members Entering Unmasked Estep Score: -1031762.437500 Penalty: 900.948547 Iteration 14Q: 3 clusters Score -1031762 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 19359 members Entering Unmasked Estep Score: -1031809.250000 Penalty: 900.948547 Iteration 15Q: 3 clusters Score -1031809 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 19422 members Entering Unmasked Estep Score: -1031840.812500 Penalty: 900.948547 Iteration 16Q: 3 clusters Score -1031841 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -1031867.875000 Penalty: 900.948547 Iteration 17Q: 3 clusters Score -1031868 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 19507 members Entering Unmasked Estep Score: -1031886.937500 Penalty: 900.948547 Iteration 18Q: 3 clusters Score -1031887 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -1031903.937500 Penalty: 900.948547 Iteration 19Q: 3 clusters Score -1031904 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -1031916.125000 Penalty: 900.948547 Iteration 20F: 3 clusters Score -1031916 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 19579 members Entering Unmasked Estep Score: -1031926.312500 Penalty: 900.948547 Iteration 21Q: 3 clusters Score -1031926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 19595 members Entering Unmasked Estep Score: -1031935.062500 Penalty: 900.948547 Iteration 22Q: 3 clusters Score -1031935 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 19613 members Entering Unmasked Estep Score: -1031941.812500 Penalty: 900.948547 Iteration 23Q: 3 clusters Score -1031942 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -1031941.500000 Penalty: 900.948547 Iteration 24Q: 3 clusters Score -1031942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 19628 members Entering Unmasked Estep Score: -1031942.375000 Penalty: 900.948547 Iteration 25Q: 3 clusters Score -1031942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 19630 members Entering Unmasked Estep Score: -1031943.937500 Penalty: 900.948547 Iteration 26Q: 3 clusters Score -1031944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 19633 members Entering Unmasked Estep Score: -1031945.187500 Penalty: 900.948547 Iteration 27Q: 3 clusters Score -1031945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -1031946.562500 Penalty: 900.948547 Iteration 28Q: 3 clusters Score -1031947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -1031946.187500 Penalty: 900.948547 Iteration 29Q: 3 clusters Score -1031946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -1031946.187500 Penalty: 900.948547 Iteration 30F: 3 clusters Score -1031946 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26587 members Entering Unmasked Estep Score: -1489310.250000 Penalty: 463.562103 Iteration 0F: 2 clusters Score -1489310 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -1471473.750000 Penalty: 927.124207 Iteration 0F: 3 clusters Score -1471474 nChanged 12692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -1479526.875000 Penalty: 927.124207 Iteration 1F: 3 clusters Score -1479527 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -1480694.750000 Penalty: 927.124207 Iteration 2F: 3 clusters Score -1480695 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 18655 members Entering Unmasked Estep Score: -1482232.500000 Penalty: 927.124207 Iteration 3F: 3 clusters Score -1482232 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -1483960.250000 Penalty: 927.124207 Iteration 4F: 3 clusters Score -1483960 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 22205 members Entering Unmasked Estep Score: -1485589.250000 Penalty: 927.124207 Iteration 5F: 3 clusters Score -1485589 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 23556 members Entering Unmasked Estep Score: -1486845.875000 Penalty: 927.124207 Iteration 6F: 3 clusters Score -1486846 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 24494 members Entering Unmasked Estep Score: -1487679.625000 Penalty: 927.124207 Iteration 7Q: 3 clusters Score -1487680 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 25122 members Entering Unmasked Estep Score: -1488218.625000 Penalty: 927.124207 Iteration 8Q: 3 clusters Score -1488219 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 25516 members Entering Unmasked Estep Score: -1488535.250000 Penalty: 927.124207 Iteration 9Q: 3 clusters Score -1488535 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 25753 members Entering Unmasked Estep Score: -1488711.250000 Penalty: 927.124207 Iteration 10Q: 3 clusters Score -1488711 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 25874 members Entering Unmasked Estep Score: -1488792.500000 Penalty: 927.124207 Iteration 11Q: 3 clusters Score -1488792 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -1488847.375000 Penalty: 927.124207 Iteration 12Q: 3 clusters Score -1488847 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 25992 members Entering Unmasked Estep Score: -1488909.625000 Penalty: 927.124207 Iteration 13Q: 3 clusters Score -1488910 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 26018 members Entering Unmasked Estep Score: -1488973.375000 Penalty: 927.124207 Iteration 14Q: 3 clusters Score -1488973 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 26038 members Entering Unmasked Estep Score: -1489041.500000 Penalty: 927.124207 Iteration 15Q: 3 clusters Score -1489042 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 26033 members Entering Unmasked Estep Score: -1489089.375000 Penalty: 927.124207 Iteration 16Q: 3 clusters Score -1489089 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 26008 members Entering Unmasked Estep Score: -1489109.500000 Penalty: 927.124207 Iteration 17Q: 3 clusters Score -1489110 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 25994 members Entering Unmasked Estep Score: -1489121.625000 Penalty: 927.124207 Iteration 18Q: 3 clusters Score -1489122 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 25977 members Entering Unmasked Estep Score: -1489131.000000 Penalty: 927.124207 Iteration 19Q: 3 clusters Score -1489131 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 25968 members Entering Unmasked Estep Score: -1489136.625000 Penalty: 927.124207 Iteration 20F: 3 clusters Score -1489137 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 25965 members Entering Unmasked Estep Score: -1489142.750000 Penalty: 927.124207 Iteration 21Q: 3 clusters Score -1489143 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 25964 members Entering Unmasked Estep Score: -1489151.500000 Penalty: 927.124207 Iteration 22Q: 3 clusters Score -1489152 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 25958 members Entering Unmasked Estep Score: -1489156.375000 Penalty: 927.124207 Iteration 23Q: 3 clusters Score -1489156 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -1489159.750000 Penalty: 927.124207 Iteration 24Q: 3 clusters Score -1489160 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 25944 members Entering Unmasked Estep Score: -1489159.000000 Penalty: 927.124207 Iteration 25Q: 3 clusters Score -1489159 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 25941 members Entering Unmasked Estep Score: -1489161.375000 Penalty: 927.124207 Iteration 26Q: 3 clusters Score -1489161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 25939 members Entering Unmasked Estep 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Estep Score: -1489160.125000 Penalty: 927.124207 Iteration 31Q: 3 clusters Score -1489160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -1489159.875000 Penalty: 927.124207 Iteration 32Q: 3 clusters Score -1489160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 25931 members Entering Unmasked Estep Score: -1489164.000000 Penalty: 927.124207 Iteration 33Q: 3 clusters Score -1489164 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 25932 members Entering Unmasked Estep Score: -1489165.375000 Penalty: 927.124207 Iteration 34Q: 3 clusters Score -1489165 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 25931 members Entering Unmasked Estep Score: -1489163.875000 Penalty: 927.124207 Iteration 35Q: 3 clusters Score -1489164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 25931 members Entering Unmasked Estep Score: -1489163.375000 Penalty: 927.124207 Iteration 36Q: 3 clusters Score -1489163 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 25929 members Entering Unmasked Estep Score: -1489165.125000 Penalty: 927.124207 Iteration 37Q: 3 clusters Score -1489165 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 25927 members Entering Unmasked Estep Score: -1489166.000000 Penalty: 927.124207 Iteration 38Q: 3 clusters Score -1489166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 25921 members Entering Unmasked Estep Score: -1489168.875000 Penalty: 927.124207 Iteration 39Q: 3 clusters Score -1489169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 25920 members Entering Unmasked Estep Score: -1489167.375000 Penalty: 927.124207 Iteration 40F: 3 clusters Score -1489167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 25918 members Entering Unmasked Estep Score: -1489168.625000 Penalty: 927.124207 Iteration 41Q: 3 clusters Score -1489169 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 25917 members Entering Unmasked Estep Score: -1489168.875000 Penalty: 927.124207 Iteration 42Q: 3 clusters Score -1489169 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 25917 members Entering Unmasked Estep Score: -1489168.875000 Penalty: 927.124207 Iteration 43F: 3 clusters Score -1489169 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Entering Unmasked Estep Score: -156868.593750 Penalty: 369.106384 Iteration 0F: 2 clusters Score -156868.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -154549.828125 Penalty: 738.212769 Iteration 0F: 3 clusters Score -154549.8 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -155503.375000 Penalty: 738.212769 Iteration 1F: 3 clusters Score -155503.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -155667.328125 Penalty: 738.212769 Iteration 2F: 3 clusters Score -155667.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -155802.218750 Penalty: 738.212769 Iteration 3F: 3 clusters Score -155802.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -155902.640625 Penalty: 738.212769 Iteration 4F: 3 clusters Score -155902.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -155992.156250 Penalty: 738.212769 Iteration 5Q: 3 clusters Score -155992.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -156058.296875 Penalty: 738.212769 Iteration 6Q: 3 clusters Score -156058.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -156113.500000 Penalty: 738.212769 Iteration 7Q: 3 clusters Score -156113.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -156172.984375 Penalty: 738.212769 Iteration 8Q: 3 clusters Score -156173 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -156227.515625 Penalty: 738.212769 Iteration 9Q: 3 clusters Score -156227.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -156281.937500 Penalty: 738.212769 Iteration 10Q: 3 clusters Score -156281.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -156330.265625 Penalty: 738.212769 Iteration 11Q: 3 clusters Score -156330.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -156374.625000 Penalty: 738.212769 Iteration 12Q: 3 clusters Score -156374.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -156407.968750 Penalty: 738.212769 Iteration 13Q: 3 clusters Score -156408 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -156434.625000 Penalty: 738.212769 Iteration 14Q: 3 clusters Score -156434.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -156457.968750 Penalty: 738.212769 Iteration 15Q: 3 clusters Score -156458 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -156479.312500 Penalty: 738.212769 Iteration 16Q: 3 clusters Score -156479.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -156498.328125 Penalty: 738.212769 Iteration 17Q: 3 clusters Score -156498.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -156512.406250 Penalty: 738.212769 Iteration 18Q: 3 clusters Score -156512.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -156526.109375 Penalty: 738.212769 Iteration 19Q: 3 clusters Score -156526.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -156535.359375 Penalty: 738.212769 Iteration 20F: 3 clusters Score -156535.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -156546.046875 Penalty: 738.212769 Iteration 21Q: 3 clusters Score -156546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -156556.859375 Penalty: 738.212769 Iteration 22Q: 3 clusters Score -156556.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -156562.015625 Penalty: 738.212769 Iteration 23Q: 3 clusters Score -156562 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -156568.031250 Penalty: 738.212769 Iteration 24Q: 3 clusters Score -156568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -156572.359375 Penalty: 738.212769 Iteration 25Q: 3 clusters Score -156572.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -156576.781250 Penalty: 738.212769 Iteration 26Q: 3 clusters Score -156576.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -156579.828125 Penalty: 738.212769 Iteration 27Q: 3 clusters Score -156579.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -156581.828125 Penalty: 738.212769 Iteration 28Q: 3 clusters Score -156581.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -156583.562500 Penalty: 738.212769 Iteration 29Q: 3 clusters Score -156583.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -156583.890625 Penalty: 738.212769 Iteration 30Q: 3 clusters Score -156583.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -156583.890625 Penalty: 738.212769 Iteration 31F: 3 clusters Score -156583.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Entering Unmasked Estep Score: -290879.062500 Penalty: 394.371613 Iteration 0F: 2 clusters Score -290879.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -287027.375000 Penalty: 788.743225 Iteration 0F: 3 clusters Score -287027.4 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -288697.468750 Penalty: 788.743225 Iteration 1F: 3 clusters Score -288697.5 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -289032.625000 Penalty: 788.743225 Iteration 2F: 3 clusters Score -289032.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -289364.250000 Penalty: 788.743225 Iteration 3F: 3 clusters Score -289364.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -289668.593750 Penalty: 788.743225 Iteration 4F: 3 clusters Score -289668.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -289942.406250 Penalty: 788.743225 Iteration 5F: 3 clusters Score -289942.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -290141.875000 Penalty: 788.743225 Iteration 6Q: 3 clusters Score -290141.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -290276.968750 Penalty: 788.743225 Iteration 7Q: 3 clusters Score -290277 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -290368.781250 Penalty: 788.743225 Iteration 8Q: 3 clusters Score -290368.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -290436.562500 Penalty: 788.743225 Iteration 9Q: 3 clusters Score -290436.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -290491.000000 Penalty: 788.743225 Iteration 10Q: 3 clusters Score -290491 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -290525.593750 Penalty: 788.743225 Iteration 11Q: 3 clusters Score -290525.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -290541.562500 Penalty: 788.743225 Iteration 12Q: 3 clusters Score -290541.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -290552.406250 Penalty: 788.743225 Iteration 13Q: 3 clusters Score -290552.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -290558.000000 Penalty: 788.743225 Iteration 14Q: 3 clusters Score -290558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -290561.187500 Penalty: 788.743225 Iteration 15Q: 3 clusters Score -290561.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -290563.718750 Penalty: 788.743225 Iteration 16Q: 3 clusters Score -290563.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -290564.062500 Penalty: 788.743225 Iteration 17Q: 3 clusters Score -290564.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -290564.875000 Penalty: 788.743225 Iteration 18Q: 3 clusters Score -290564.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -290564.875000 Penalty: 788.743225 Iteration 19F: 3 clusters Score -290564.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Entering Unmasked Estep Score: -240618.687500 Penalty: 380.287292 Iteration 0F: 2 clusters Score -240618.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -237676.281250 Penalty: 760.574585 Iteration 0F: 3 clusters Score -237676.3 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -238914.562500 Penalty: 760.574585 Iteration 1F: 3 clusters Score -238914.6 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -239216.312500 Penalty: 760.574585 Iteration 2F: 3 clusters Score -239216.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -239535.859375 Penalty: 760.574585 Iteration 3F: 3 clusters Score -239535.9 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -239783.843750 Penalty: 760.574585 Iteration 4F: 3 clusters Score -239783.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -239929.734375 Penalty: 760.574585 Iteration 5Q: 3 clusters Score -239929.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -240006.203125 Penalty: 760.574585 Iteration 6Q: 3 clusters Score -240006.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -240065.796875 Penalty: 760.574585 Iteration 7Q: 3 clusters Score -240065.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -240113.890625 Penalty: 760.574585 Iteration 8Q: 3 clusters Score -240113.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -240154.812500 Penalty: 760.574585 Iteration 9Q: 3 clusters Score -240154.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -240181.125000 Penalty: 760.574585 Iteration 10Q: 3 clusters Score -240181.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -240197.234375 Penalty: 760.574585 Iteration 11Q: 3 clusters Score -240197.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -240209.484375 Penalty: 760.574585 Iteration 12Q: 3 clusters Score -240209.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -240217.078125 Penalty: 760.574585 Iteration 13Q: 3 clusters Score -240217.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -240221.375000 Penalty: 760.574585 Iteration 14Q: 3 clusters Score -240221.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -240223.734375 Penalty: 760.574585 Iteration 15Q: 3 clusters Score -240223.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -240226.578125 Penalty: 760.574585 Iteration 16Q: 3 clusters Score -240226.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -240229.109375 Penalty: 760.574585 Iteration 17Q: 3 clusters Score -240229.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -240232.484375 Penalty: 760.574585 Iteration 18Q: 3 clusters Score -240232.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -240233.187500 Penalty: 760.574585 Iteration 19Q: 3 clusters Score -240233.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -240234.140625 Penalty: 760.574585 Iteration 20F: 3 clusters Score -240234.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -240234.656250 Penalty: 760.574585 Iteration 21Q: 3 clusters Score -240234.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -240236.265625 Penalty: 760.574585 Iteration 22Q: 3 clusters Score -240236.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -240237.828125 Penalty: 760.574585 Iteration 23Q: 3 clusters Score -240237.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -240239.515625 Penalty: 760.574585 Iteration 24Q: 3 clusters Score -240239.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -240240.500000 Penalty: 760.574585 Iteration 25Q: 3 clusters Score -240240.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -240240.468750 Penalty: 760.574585 Iteration 26Q: 3 clusters Score -240240.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -240241.171875 Penalty: 760.574585 Iteration 27Q: 3 clusters Score -240241.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -240241.187500 Penalty: 760.574585 Iteration 28Q: 3 clusters Score -240241.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -240241.375000 Penalty: 760.574585 Iteration 29Q: 3 clusters Score -240241.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -240241.375000 Penalty: 760.574585 Iteration 30F: 3 clusters Score -240241.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Entering Unmasked Estep Score: -131871.312500 Penalty: 361.667603 Iteration 0F: 2 clusters Score -131871.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -129878.359375 Penalty: 723.335205 Iteration 0F: 3 clusters Score -129878.4 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -130606.351562 Penalty: 723.335205 Iteration 1F: 3 clusters Score -130606.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -130691.585938 Penalty: 723.335205 Iteration 2F: 3 clusters Score -130691.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -130766.507812 Penalty: 723.335205 Iteration 3F: 3 clusters Score -130766.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -130820.382812 Penalty: 723.335205 Iteration 4Q: 3 clusters Score -130820.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -130863.812500 Penalty: 723.335205 Iteration 5Q: 3 clusters Score -130863.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -130910.937500 Penalty: 723.335205 Iteration 6Q: 3 clusters Score -130910.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -130950.023438 Penalty: 723.335205 Iteration 7Q: 3 clusters Score -130950 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -130995.937500 Penalty: 723.335205 Iteration 8Q: 3 clusters Score -130995.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -131045.726562 Penalty: 723.335205 Iteration 9Q: 3 clusters Score -131045.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -131094.687500 Penalty: 723.335205 Iteration 10Q: 3 clusters Score -131094.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -131134.687500 Penalty: 723.335205 Iteration 11Q: 3 clusters Score -131134.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -131168.390625 Penalty: 723.335205 Iteration 12Q: 3 clusters Score -131168.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -131200.843750 Penalty: 723.335205 Iteration 13Q: 3 clusters Score -131200.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -131231.546875 Penalty: 723.335205 Iteration 14Q: 3 clusters Score -131231.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -131267.937500 Penalty: 723.335205 Iteration 15Q: 3 clusters Score -131267.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -131299.921875 Penalty: 723.335205 Iteration 16Q: 3 clusters Score -131299.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -131338.937500 Penalty: 723.335205 Iteration 17Q: 3 clusters Score -131338.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -131385.593750 Penalty: 723.335205 Iteration 18Q: 3 clusters Score -131385.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -131439.468750 Penalty: 723.335205 Iteration 19Q: 3 clusters Score -131439.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -131516.468750 Penalty: 723.335205 Iteration 20F: 3 clusters Score -131516.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -131575.828125 Penalty: 723.335205 Iteration 21Q: 3 clusters Score -131575.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -131602.968750 Penalty: 723.335205 Iteration 22Q: 3 clusters Score -131603 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -131616.953125 Penalty: 723.335205 Iteration 23Q: 3 clusters Score -131617 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -131629.859375 Penalty: 723.335205 Iteration 24Q: 3 clusters Score -131629.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -131636.984375 Penalty: 723.335205 Iteration 25Q: 3 clusters Score -131637 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -131642.734375 Penalty: 723.335205 Iteration 26Q: 3 clusters Score -131642.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -131645.468750 Penalty: 723.335205 Iteration 27Q: 3 clusters Score -131645.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -131647.265625 Penalty: 723.335205 Iteration 28Q: 3 clusters Score -131647.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -131647.953125 Penalty: 723.335205 Iteration 29Q: 3 clusters Score -131648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -131648.390625 Penalty: 723.335205 Iteration 30Q: 3 clusters Score -131648.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -131648.531250 Penalty: 723.335205 Iteration 31Q: 3 clusters Score -131648.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -131648.781250 Penalty: 723.335205 Iteration 32Q: 3 clusters Score -131648.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -131648.671875 Penalty: 723.335205 Iteration 33Q: 3 clusters Score -131648.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -131648.781250 Penalty: 723.335205 Iteration 34Q: 3 clusters Score -131648.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -131649.156250 Penalty: 723.335205 Iteration 35Q: 3 clusters Score -131649.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -131649.218750 Penalty: 723.335205 Iteration 36Q: 3 clusters Score -131649.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -131649.468750 Penalty: 723.335205 Iteration 37Q: 3 clusters Score -131649.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -131649.796875 Penalty: 723.335205 Iteration 38Q: 3 clusters Score -131649.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -131650.125000 Penalty: 723.335205 Iteration 39Q: 3 clusters Score -131650.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -131650.703125 Penalty: 723.335205 Iteration 40F: 3 clusters Score -131650.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -131651.062500 Penalty: 723.335205 Iteration 41Q: 3 clusters Score -131651.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -131651.281250 Penalty: 723.335205 Iteration 42Q: 3 clusters Score -131651.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -131651.343750 Penalty: 723.335205 Iteration 43Q: 3 clusters Score -131651.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -131651.343750 Penalty: 723.335205 Iteration 44F: 3 clusters Score -131651.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Entering Unmasked Estep Score: -504294.531250 Penalty: 415.812531 Iteration 0F: 2 clusters Score -504294.5 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 4708 members Entering Unmasked Estep Score: -498079.125000 Penalty: 831.625061 Iteration 0F: 3 clusters Score -498079.1 nChanged 4312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -500567.937500 Penalty: 831.625061 Iteration 1F: 3 clusters Score -500567.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -500872.781250 Penalty: 831.625061 Iteration 2F: 3 clusters Score -500872.8 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -501307.406250 Penalty: 831.625061 Iteration 3F: 3 clusters Score -501307.4 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -501855.562500 Penalty: 831.625061 Iteration 4F: 3 clusters Score -501855.6 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -502404.812500 Penalty: 831.625061 Iteration 5F: 3 clusters Score -502404.8 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -502792.812500 Penalty: 831.625061 Iteration 6F: 3 clusters Score -502792.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -503026.875000 Penalty: 831.625061 Iteration 7Q: 3 clusters Score -503026.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -503163.812500 Penalty: 831.625061 Iteration 8Q: 3 clusters Score -503163.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -503260.281250 Penalty: 831.625061 Iteration 9Q: 3 clusters Score -503260.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -503344.031250 Penalty: 831.625061 Iteration 10Q: 3 clusters Score -503344 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -503419.687500 Penalty: 831.625061 Iteration 11Q: 3 clusters Score -503419.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -503499.500000 Penalty: 831.625061 Iteration 12Q: 3 clusters Score -503499.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -503563.781250 Penalty: 831.625061 Iteration 13Q: 3 clusters Score -503563.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -503619.656250 Penalty: 831.625061 Iteration 14Q: 3 clusters Score -503619.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -503658.625000 Penalty: 831.625061 Iteration 15Q: 3 clusters Score -503658.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -503699.906250 Penalty: 831.625061 Iteration 16Q: 3 clusters Score -503699.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -503742.437500 Penalty: 831.625061 Iteration 17Q: 3 clusters Score -503742.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -503759.781250 Penalty: 831.625061 Iteration 18Q: 3 clusters Score -503759.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -503773.593750 Penalty: 831.625061 Iteration 19Q: 3 clusters Score -503773.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -503790.218750 Penalty: 831.625061 Iteration 20F: 3 clusters Score -503790.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -503806.843750 Penalty: 831.625061 Iteration 21Q: 3 clusters Score -503806.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -503820.812500 Penalty: 831.625061 Iteration 22Q: 3 clusters Score -503820.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -503834.625000 Penalty: 831.625061 Iteration 23Q: 3 clusters Score -503834.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -503847.656250 Penalty: 831.625061 Iteration 24Q: 3 clusters Score -503847.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -503861.812500 Penalty: 831.625061 Iteration 25Q: 3 clusters Score -503861.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -503876.781250 Penalty: 831.625061 Iteration 26Q: 3 clusters Score -503876.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -503884.875000 Penalty: 831.625061 Iteration 27Q: 3 clusters Score -503884.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -503891.437500 Penalty: 831.625061 Iteration 28Q: 3 clusters Score -503891.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -503895.718750 Penalty: 831.625061 Iteration 29Q: 3 clusters Score -503895.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -503901.687500 Penalty: 831.625061 Iteration 30Q: 3 clusters Score -503901.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -503906.843750 Penalty: 831.625061 Iteration 31Q: 3 clusters Score -503906.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -503912.562500 Penalty: 831.625061 Iteration 32Q: 3 clusters Score -503912.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -503916.531250 Penalty: 831.625061 Iteration 33Q: 3 clusters Score -503916.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -503918.875000 Penalty: 831.625061 Iteration 34Q: 3 clusters Score -503918.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -503921.718750 Penalty: 831.625061 Iteration 35Q: 3 clusters Score -503921.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -503923.031250 Penalty: 831.625061 Iteration 36Q: 3 clusters Score -503923 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -503923.031250 Penalty: 831.625061 Iteration 37F: 3 clusters Score -503923 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Entering Unmasked Estep Score: -279781.187500 Penalty: 386.603760 Iteration 0F: 2 clusters Score -279781.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -276497.218750 Penalty: 773.207520 Iteration 0F: 3 clusters Score -276497.2 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -278095.500000 Penalty: 773.207520 Iteration 1F: 3 clusters Score -278095.5 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -278421.156250 Penalty: 773.207520 Iteration 2F: 3 clusters Score -278421.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -278693.968750 Penalty: 773.207520 Iteration 3F: 3 clusters Score -278694 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -278896.500000 Penalty: 773.207520 Iteration 4F: 3 clusters Score -278896.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -279059.875000 Penalty: 773.207520 Iteration 5Q: 3 clusters Score -279059.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -279155.875000 Penalty: 773.207520 Iteration 6Q: 3 clusters Score -279155.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -279226.375000 Penalty: 773.207520 Iteration 7Q: 3 clusters Score -279226.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -279267.500000 Penalty: 773.207520 Iteration 8Q: 3 clusters Score -279267.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -279298.375000 Penalty: 773.207520 Iteration 9Q: 3 clusters Score -279298.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -279323.875000 Penalty: 773.207520 Iteration 10Q: 3 clusters Score -279323.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -279348.312500 Penalty: 773.207520 Iteration 11Q: 3 clusters Score -279348.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -279377.906250 Penalty: 773.207520 Iteration 12Q: 3 clusters Score -279377.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -279410.500000 Penalty: 773.207520 Iteration 13Q: 3 clusters Score -279410.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -279438.312500 Penalty: 773.207520 Iteration 14Q: 3 clusters Score -279438.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -279469.031250 Penalty: 773.207520 Iteration 15Q: 3 clusters Score -279469 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -279489.656250 Penalty: 773.207520 Iteration 16Q: 3 clusters Score -279489.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -279506.656250 Penalty: 773.207520 Iteration 17Q: 3 clusters Score -279506.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -279520.968750 Penalty: 773.207520 Iteration 18Q: 3 clusters Score -279521 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -279529.281250 Penalty: 773.207520 Iteration 19Q: 3 clusters Score -279529.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -279536.000000 Penalty: 773.207520 Iteration 20F: 3 clusters Score -279536 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -279543.656250 Penalty: 773.207520 Iteration 21Q: 3 clusters Score -279543.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -279547.281250 Penalty: 773.207520 Iteration 22Q: 3 clusters Score -279547.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -279549.468750 Penalty: 773.207520 Iteration 23Q: 3 clusters Score -279549.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -279550.343750 Penalty: 773.207520 Iteration 24Q: 3 clusters Score -279550.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -279553.593750 Penalty: 773.207520 Iteration 25Q: 3 clusters Score -279553.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -279555.625000 Penalty: 773.207520 Iteration 26Q: 3 clusters Score -279555.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -279556.687500 Penalty: 773.207520 Iteration 27Q: 3 clusters Score -279556.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -279557.218750 Penalty: 773.207520 Iteration 28Q: 3 clusters Score -279557.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -279558.562500 Penalty: 773.207520 Iteration 29Q: 3 clusters Score -279558.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -279559.187500 Penalty: 773.207520 Iteration 30Q: 3 clusters Score -279559.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -279559.750000 Penalty: 773.207520 Iteration 31Q: 3 clusters Score -279559.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -279559.906250 Penalty: 773.207520 Iteration 32Q: 3 clusters Score -279559.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -279559.562500 Penalty: 773.207520 Iteration 33Q: 3 clusters Score -279559.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -279559.562500 Penalty: 773.207520 Iteration 34F: 3 clusters Score -279559.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (43312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43312 members Entering Unmasked Estep Score: -2427788.000000 Penalty: 485.766388 Iteration 0F: 2 clusters Score -2427788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21744 members Mstep: Class 2 contains 21568 members Entering Unmasked Estep Score: -2398739.500000 Penalty: 971.532776 Iteration 0F: 3 clusters Score -2398740 nChanged 20943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24743 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -2411856.000000 Penalty: 971.532776 Iteration 1F: 3 clusters Score -2411856 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -2413481.000000 Penalty: 971.532776 Iteration 2F: 3 clusters Score -2413481 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29503 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -2415678.500000 Penalty: 971.532776 Iteration 3F: 3 clusters Score -2415678 nChanged 3345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32390 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -2418228.500000 Penalty: 971.532776 Iteration 4F: 3 clusters Score -2418228 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35208 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -2420839.250000 Penalty: 971.532776 Iteration 5F: 3 clusters Score -2420839 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37597 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2423204.250000 Penalty: 971.532776 Iteration 6F: 3 clusters Score -2423204 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39294 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -2425007.000000 Penalty: 971.532776 Iteration 7Q: 3 clusters Score -2425007 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40260 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -2426024.500000 Penalty: 971.532776 Iteration 8Q: 3 clusters Score -2426024 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40794 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -2426481.500000 Penalty: 971.532776 Iteration 9Q: 3 clusters Score -2426482 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41158 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -2426740.750000 Penalty: 971.532776 Iteration 10Q: 3 clusters Score -2426741 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -2426920.250000 Penalty: 971.532776 Iteration 11Q: 3 clusters Score -2426920 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41696 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -2427033.750000 Penalty: 971.532776 Iteration 12Q: 3 clusters Score -2427034 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41879 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -2427127.750000 Penalty: 971.532776 Iteration 13Q: 3 clusters Score -2427128 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42021 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -2427198.250000 Penalty: 971.532776 Iteration 14Q: 3 clusters Score -2427198 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42144 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -2427249.500000 Penalty: 971.532776 Iteration 15Q: 3 clusters Score -2427250 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42245 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -2427289.750000 Penalty: 971.532776 Iteration 16Q: 3 clusters Score -2427290 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42335 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2427316.250000 Penalty: 971.532776 Iteration 17Q: 3 clusters Score -2427316 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42405 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -2427337.500000 Penalty: 971.532776 Iteration 18Q: 3 clusters Score -2427338 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42462 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -2427359.500000 Penalty: 971.532776 Iteration 19Q: 3 clusters Score -2427360 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42503 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -2427363.500000 Penalty: 971.532776 Iteration 20F: 3 clusters Score -2427364 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42540 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -2427376.250000 Penalty: 971.532776 Iteration 21Q: 3 clusters Score -2427376 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42575 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -2427380.000000 Penalty: 971.532776 Iteration 22Q: 3 clusters Score -2427380 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42605 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -2427388.250000 Penalty: 971.532776 Iteration 23Q: 3 clusters Score -2427388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42629 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -2427388.500000 Penalty: 971.532776 Iteration 24Q: 3 clusters Score -2427388 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42652 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2427394.500000 Penalty: 971.532776 Iteration 25Q: 3 clusters Score -2427394 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42666 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -2427398.250000 Penalty: 971.532776 Iteration 26Q: 3 clusters Score -2427398 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42678 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -2427395.500000 Penalty: 971.532776 Iteration 27Q: 3 clusters Score -2427396 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42693 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -2427401.250000 Penalty: 971.532776 Iteration 28Q: 3 clusters Score -2427401 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42705 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2427401.500000 Penalty: 971.532776 Iteration 29Q: 3 clusters Score -2427402 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42715 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -2427403.250000 Penalty: 971.532776 Iteration 30Q: 3 clusters Score -2427403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42731 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -2427406.250000 Penalty: 971.532776 Iteration 31Q: 3 clusters Score -2427406 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42749 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -2427408.750000 Penalty: 971.532776 Iteration 32Q: 3 clusters Score -2427409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42762 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -2427416.750000 Penalty: 971.532776 Iteration 33Q: 3 clusters Score -2427417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42775 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -2427421.500000 Penalty: 971.532776 Iteration 34Q: 3 clusters Score -2427422 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42781 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2427421.000000 Penalty: 971.532776 Iteration 35Q: 3 clusters Score -2427421 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42785 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2427421.000000 Penalty: 971.532776 Iteration 36Q: 3 clusters Score -2427421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42787 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -2427422.750000 Penalty: 971.532776 Iteration 37Q: 3 clusters Score -2427423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42789 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -2427422.750000 Penalty: 971.532776 Iteration 38Q: 3 clusters Score -2427423 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42792 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -2427424.500000 Penalty: 971.532776 Iteration 39Q: 3 clusters Score -2427424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42796 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -2427425.250000 Penalty: 971.532776 Iteration 40F: 3 clusters Score -2427425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42799 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -2427425.250000 Penalty: 971.532776 Iteration 41Q: 3 clusters Score -2427425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42799 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -2427425.250000 Penalty: 971.532776 Iteration 42F: 3 clusters Score -2427425 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Entering Unmasked Estep Score: -129451.296875 Penalty: 355.628632 Iteration 0F: 2 clusters Score -129451.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -127745.617188 Penalty: 711.257263 Iteration 0F: 3 clusters Score -127745.6 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -128489.914062 Penalty: 711.257263 Iteration 1F: 3 clusters Score -128489.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -128660.687500 Penalty: 711.257263 Iteration 2F: 3 clusters Score -128660.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -128787.773438 Penalty: 711.257263 Iteration 3F: 3 clusters Score -128787.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -128866.656250 Penalty: 711.257263 Iteration 4F: 3 clusters Score -128866.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -128926.046875 Penalty: 711.257263 Iteration 5Q: 3 clusters Score -128926 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -128979.421875 Penalty: 711.257263 Iteration 6Q: 3 clusters Score -128979.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -129025.156250 Penalty: 711.257263 Iteration 7Q: 3 clusters Score -129025.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -129055.617188 Penalty: 711.257263 Iteration 8Q: 3 clusters Score -129055.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -129075.015625 Penalty: 711.257263 Iteration 9Q: 3 clusters Score -129075 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -129089.375000 Penalty: 711.257263 Iteration 10Q: 3 clusters Score -129089.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -129104.500000 Penalty: 711.257263 Iteration 11Q: 3 clusters Score -129104.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -129119.468750 Penalty: 711.257263 Iteration 12Q: 3 clusters Score -129119.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -129133.726562 Penalty: 711.257263 Iteration 13Q: 3 clusters Score -129133.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -129139.734375 Penalty: 711.257263 Iteration 14Q: 3 clusters Score -129139.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -129146.265625 Penalty: 711.257263 Iteration 15Q: 3 clusters Score -129146.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -129152.625000 Penalty: 711.257263 Iteration 16Q: 3 clusters Score -129152.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -129160.773438 Penalty: 711.257263 Iteration 17Q: 3 clusters Score -129160.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -129169.890625 Penalty: 711.257263 Iteration 18Q: 3 clusters Score -129169.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -129176.875000 Penalty: 711.257263 Iteration 19Q: 3 clusters Score -129176.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -129182.914062 Penalty: 711.257263 Iteration 20F: 3 clusters Score -129182.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -129187.101562 Penalty: 711.257263 Iteration 21Q: 3 clusters Score -129187.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -129191.328125 Penalty: 711.257263 Iteration 22Q: 3 clusters Score -129191.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -129195.125000 Penalty: 711.257263 Iteration 23Q: 3 clusters Score -129195.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -129200.148438 Penalty: 711.257263 Iteration 24Q: 3 clusters Score -129200.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -129206.437500 Penalty: 711.257263 Iteration 25Q: 3 clusters Score -129206.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -129210.648438 Penalty: 711.257263 Iteration 26Q: 3 clusters Score -129210.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -129213.250000 Penalty: 711.257263 Iteration 27Q: 3 clusters Score -129213.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -129215.765625 Penalty: 711.257263 Iteration 28Q: 3 clusters Score -129215.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -129216.335938 Penalty: 711.257263 Iteration 29Q: 3 clusters Score -129216.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -129219.640625 Penalty: 711.257263 Iteration 30Q: 3 clusters Score -129219.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -129226.226562 Penalty: 711.257263 Iteration 31Q: 3 clusters Score -129226.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -129229.617188 Penalty: 711.257263 Iteration 32Q: 3 clusters Score -129229.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -129231.070312 Penalty: 711.257263 Iteration 33Q: 3 clusters Score -129231.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -129232.562500 Penalty: 711.257263 Iteration 34Q: 3 clusters Score -129232.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -129234.914062 Penalty: 711.257263 Iteration 35Q: 3 clusters Score -129234.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -129235.085938 Penalty: 711.257263 Iteration 36Q: 3 clusters Score -129235.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -129235.085938 Penalty: 711.257263 Iteration 37F: 3 clusters Score -129235.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Entering Unmasked Estep Score: -98676.851562 Penalty: 348.169220 Iteration 0F: 2 clusters Score -98676.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -97200.148438 Penalty: 696.338440 Iteration 0F: 3 clusters Score -97200.15 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -97916.632812 Penalty: 696.338440 Iteration 1F: 3 clusters Score -97916.63 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -98123.078125 Penalty: 696.338440 Iteration 2F: 3 clusters Score -98123.08 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -98257.484375 Penalty: 696.338440 Iteration 3F: 3 clusters Score -98257.48 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -98339.132812 Penalty: 696.338440 Iteration 4F: 3 clusters Score -98339.13 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -98391.500000 Penalty: 696.338440 Iteration 5Q: 3 clusters Score -98391.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -98414.640625 Penalty: 696.338440 Iteration 6Q: 3 clusters Score -98414.64 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -98426.968750 Penalty: 696.338440 Iteration 7Q: 3 clusters Score -98426.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -98440.593750 Penalty: 696.338440 Iteration 8Q: 3 clusters Score -98440.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -98450.359375 Penalty: 696.338440 Iteration 9Q: 3 clusters Score -98450.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -98457.062500 Penalty: 696.338440 Iteration 10Q: 3 clusters Score -98457.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -98464.304688 Penalty: 696.338440 Iteration 11Q: 3 clusters Score -98464.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -98469.921875 Penalty: 696.338440 Iteration 12Q: 3 clusters Score -98469.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -98474.500000 Penalty: 696.338440 Iteration 13Q: 3 clusters Score -98474.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -98477.453125 Penalty: 696.338440 Iteration 14Q: 3 clusters Score -98477.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -98481.757812 Penalty: 696.338440 Iteration 15Q: 3 clusters Score -98481.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -98484.570312 Penalty: 696.338440 Iteration 16Q: 3 clusters Score -98484.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -98487.039062 Penalty: 696.338440 Iteration 17Q: 3 clusters Score -98487.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -98488.390625 Penalty: 696.338440 Iteration 18Q: 3 clusters Score -98488.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -98491.734375 Penalty: 696.338440 Iteration 19Q: 3 clusters Score -98491.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -98492.976562 Penalty: 696.338440 Iteration 20F: 3 clusters Score -98492.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -98493.617188 Penalty: 696.338440 Iteration 21Q: 3 clusters Score -98493.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -98494.007812 Penalty: 696.338440 Iteration 22Q: 3 clusters Score -98494.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -98494.734375 Penalty: 696.338440 Iteration 23Q: 3 clusters Score -98494.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -98494.960938 Penalty: 696.338440 Iteration 24Q: 3 clusters Score -98494.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -98495.281250 Penalty: 696.338440 Iteration 25Q: 3 clusters Score -98495.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -98495.257812 Penalty: 696.338440 Iteration 26Q: 3 clusters Score -98495.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -98495.257812 Penalty: 696.338440 Iteration 27F: 3 clusters Score -98495.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396324.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396325 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -1378497.125000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378497 nChanged 12853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 14174 members Entering Unmasked Estep Score: -1386302.125000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1386302 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -1387031.625000 Penalty: 927.301941 Iteration 2F: 3 clusters Score -1387032 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 15709 members Entering Unmasked Estep Score: -1388036.875000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1388037 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -1389364.625000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1389365 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -1390787.125000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1390787 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -1391871.125000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1391871 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -1392435.250000 Penalty: 927.301941 Iteration 7Q: 3 clusters Score -1392435 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 19865 members Entering Unmasked Estep Score: -1392790.000000 Penalty: 927.301941 Iteration 8Q: 3 clusters Score -1392790 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -1393098.750000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1393099 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 21172 members Entering Unmasked Estep Score: -1393433.875000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1393434 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -1393760.750000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1393761 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 22432 members Entering Unmasked Estep Score: -1394099.000000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1394099 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 22995 members Entering Unmasked Estep Score: -1394424.500000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1394424 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 23517 members Entering Unmasked Estep Score: -1394757.875000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1394758 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -1395092.250000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1395092 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 24380 members Entering Unmasked Estep Score: -1395461.875000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1395462 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -1395745.875000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1395746 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -1395919.375000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1395919 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 24990 members Entering Unmasked Estep Score: -1395989.625000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1395990 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -1396031.250000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1396031 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 25148 members Entering Unmasked Estep Score: -1396052.000000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1396052 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 25203 members Entering Unmasked Estep Score: -1396057.750000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1396058 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 25255 members Entering Unmasked Estep Score: -1396076.000000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1396076 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 25307 members Entering Unmasked Estep Score: -1396088.000000 Penalty: 927.301941 Iteration 24Q: 3 clusters Score -1396088 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 25350 members Entering Unmasked Estep Score: -1396094.000000 Penalty: 927.301941 Iteration 25Q: 3 clusters Score -1396094 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 25384 members Entering Unmasked Estep Score: -1396102.125000 Penalty: 927.301941 Iteration 26Q: 3 clusters Score -1396102 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 25403 members Entering Unmasked Estep Score: -1396108.375000 Penalty: 927.301941 Iteration 27Q: 3 clusters Score -1396108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 25418 members Entering Unmasked Estep Score: -1396107.375000 Penalty: 927.301941 Iteration 28Q: 3 clusters Score -1396107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 25429 members Entering Unmasked Estep Score: -1396107.875000 Penalty: 927.301941 Iteration 29Q: 3 clusters Score -1396108 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 25438 members Entering Unmasked Estep Score: -1396114.375000 Penalty: 927.301941 Iteration 30Q: 3 clusters Score -1396114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 25445 members Entering Unmasked Estep Score: -1396115.500000 Penalty: 927.301941 Iteration 31Q: 3 clusters Score -1396116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 25451 members Entering Unmasked Estep Score: -1396117.500000 Penalty: 927.301941 Iteration 32Q: 3 clusters Score -1396118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 25453 members Entering Unmasked Estep Score: -1396117.000000 Penalty: 927.301941 Iteration 33Q: 3 clusters Score -1396117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 25454 members Entering Unmasked Estep Score: -1396116.750000 Penalty: 927.301941 Iteration 34Q: 3 clusters Score -1396117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 25454 members Entering Unmasked Estep Score: -1396116.750000 Penalty: 927.301941 Iteration 35F: 3 clusters Score -1396117 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Entering Unmasked Estep Score: -191856.593750 Penalty: 373.399567 Iteration 0F: 2 clusters Score -191856.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -189337.921875 Penalty: 746.799133 Iteration 0F: 3 clusters Score -189337.9 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -190272.250000 Penalty: 746.799133 Iteration 1F: 3 clusters Score -190272.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -190487.593750 Penalty: 746.799133 Iteration 2F: 3 clusters Score -190487.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -190742.687500 Penalty: 746.799133 Iteration 3F: 3 clusters Score -190742.7 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -191012.078125 Penalty: 746.799133 Iteration 4F: 3 clusters Score -191012.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -191262.109375 Penalty: 746.799133 Iteration 5F: 3 clusters Score -191262.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -191694.984375 Penalty: 746.799133 Iteration 6F: 3 clusters Score -191695 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -192507.765625 Penalty: 746.799133 Iteration 7F: 3 clusters Score -192507.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -192689.296875 Penalty: 746.799133 Iteration 8Q: 3 clusters Score -192689.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -192766.406250 Penalty: 746.799133 Iteration 9Q: 3 clusters Score -192766.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -192796.390625 Penalty: 746.799133 Iteration 10Q: 3 clusters Score -192796.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -192812.625000 Penalty: 746.799133 Iteration 11Q: 3 clusters Score -192812.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -192824.812500 Penalty: 746.799133 Iteration 12Q: 3 clusters Score -192824.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -192834.718750 Penalty: 746.799133 Iteration 13Q: 3 clusters Score -192834.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -192839.421875 Penalty: 746.799133 Iteration 14Q: 3 clusters Score -192839.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -192842.515625 Penalty: 746.799133 Iteration 15Q: 3 clusters Score -192842.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -192844.953125 Penalty: 746.799133 Iteration 16Q: 3 clusters Score -192845 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -192847.156250 Penalty: 746.799133 Iteration 17Q: 3 clusters Score -192847.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -192848.687500 Penalty: 746.799133 Iteration 18Q: 3 clusters Score -192848.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -192849.203125 Penalty: 746.799133 Iteration 19Q: 3 clusters Score -192849.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -192849.265625 Penalty: 746.799133 Iteration 20F: 3 clusters Score -192849.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -192849.859375 Penalty: 746.799133 Iteration 21Q: 3 clusters Score -192849.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -192849.859375 Penalty: 746.799133 Iteration 22F: 3 clusters Score -192849.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 6410 members Mstep: Class 3 contains 387 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67059 members Mstep: Class 6 contains 19941 members Mstep: Class 7 contains 26587 members Mstep: Class 8 contains 3335 members Mstep: Class 9 contains 5811 members Mstep: Class 10 contains 4264 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9309 members Mstep: Class 13 contains 4899 members Mstep: Class 14 contains 43312 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 2105 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 1615 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 269 members Mstep: Class 21 contains 119356 members Mstep: Class 22 contains 23688 members Mstep: Class 23 contains 8827 members Mstep: Class 24 contains 549 members Mstep: Class 25 contains 6790 members Mstep: Class 26 contains 2050 members Entering Unmasked Estep Score: -21377784.000000 Penalty: 15299.242188 Splitting cluster 18 changes total score from -21376946.000000 to -21377784.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (21429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21429 members Entering Unmasked Estep Score: -1133709.750000 Penalty: 453.748779 Iteration 0F: 2 clusters Score -1133710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -1119420.625000 Penalty: 907.497559 Iteration 0F: 3 clusters Score -1119421 nChanged 10178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -1125626.000000 Penalty: 907.497559 Iteration 1F: 3 clusters Score -1125626 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -1126100.125000 Penalty: 907.497559 Iteration 2F: 3 clusters Score -1126100 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12864 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -1126700.875000 Penalty: 907.497559 Iteration 3F: 3 clusters Score -1126701 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1127420.875000 Penalty: 907.497559 Iteration 4F: 3 clusters Score -1127421 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -1128236.875000 Penalty: 907.497559 Iteration 5F: 3 clusters Score -1128237 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1129082.500000 Penalty: 907.497559 Iteration 6F: 3 clusters Score -1129082 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16866 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1129864.250000 Penalty: 907.497559 Iteration 7F: 3 clusters Score -1129864 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17887 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1130587.625000 Penalty: 907.497559 Iteration 8Q: 3 clusters Score -1130588 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18798 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -1131234.750000 Penalty: 907.497559 Iteration 9Q: 3 clusters Score -1131235 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19606 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1131844.000000 Penalty: 907.497559 Iteration 10Q: 3 clusters Score -1131844 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20274 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1132382.250000 Penalty: 907.497559 Iteration 11Q: 3 clusters Score -1132382 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20750 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1132803.125000 Penalty: 907.497559 Iteration 12Q: 3 clusters Score -1132803 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1133048.000000 Penalty: 907.497559 Iteration 13Q: 3 clusters Score -1133048 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21191 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1133184.375000 Penalty: 907.497559 Iteration 14Q: 3 clusters Score -1133184 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21272 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1133270.125000 Penalty: 907.497559 Iteration 15Q: 3 clusters Score -1133270 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21305 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -1133303.750000 Penalty: 907.497559 Iteration 16Q: 3 clusters Score -1133304 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1133319.750000 Penalty: 907.497559 Iteration 17Q: 3 clusters Score -1133320 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -1133327.500000 Penalty: 907.497559 Iteration 18Q: 3 clusters Score -1133328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1133331.375000 Penalty: 907.497559 Iteration 19Q: 3 clusters Score -1133331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1133334.250000 Penalty: 907.497559 Iteration 20F: 3 clusters Score -1133334 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1133338.250000 Penalty: 907.497559 Iteration 21Q: 3 clusters Score -1133338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1133339.000000 Penalty: 907.497559 Iteration 22Q: 3 clusters Score -1133339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1133341.375000 Penalty: 907.497559 Iteration 23Q: 3 clusters Score -1133341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21331 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1133343.750000 Penalty: 907.497559 Iteration 24Q: 3 clusters Score -1133344 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1133349.000000 Penalty: 907.497559 Iteration 25Q: 3 clusters Score -1133349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1133349.875000 Penalty: 907.497559 Iteration 26Q: 3 clusters Score -1133350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1133349.875000 Penalty: 907.497559 Iteration 27F: 3 clusters Score -1133350 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -12163.648438 Penalty: 254.559357 Iteration 0F: 2 clusters Score -12163.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -11876.994141 Penalty: 509.118713 Iteration 0F: 3 clusters Score -11876.99 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12085.156250 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12085.16 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12181.070312 Penalty: 509.118713 Iteration 2F: 3 clusters Score -12181.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -12333.970703 Penalty: 509.118713 Iteration 3F: 3 clusters Score -12333.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -12384.779297 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -12384.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12397.880859 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -12397.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12403.383789 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -12403.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12403.383789 Penalty: 509.118713 Iteration 7F: 3 clusters Score -12403.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 6410 members Mstep: Class 3 contains 387 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67059 members Mstep: Class 6 contains 19941 members Mstep: Class 7 contains 26587 members Mstep: Class 8 contains 3335 members Mstep: Class 9 contains 5811 members Mstep: Class 10 contains 4264 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9309 members Mstep: Class 13 contains 4899 members Mstep: Class 14 contains 43312 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 2105 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 1615 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 78 members Mstep: Class 21 contains 119356 members Mstep: Class 22 contains 23688 members Mstep: Class 23 contains 8827 members Mstep: Class 24 contains 549 members Mstep: Class 25 contains 6790 members Mstep: Class 26 contains 2050 members Mstep: Class 27 contains 191 members Entering Unmasked Estep Score: -21377682.000000 Penalty: 15887.674805 Splitting cluster 20 changes total score from -21376946.000000 to -21377682.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 21 (119356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119356 members Entering Unmasked Estep Score: -6482163.500000 Penalty: 531.888916 Iteration 0F: 2 clusters Score -6482164 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59693 members Mstep: Class 2 contains 59663 members Entering Unmasked Estep Score: -6401552.500000 Penalty: 1063.777832 Iteration 0F: 3 clusters Score -6401552 nChanged 58384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56569 members Mstep: Class 2 contains 62787 members Entering Unmasked Estep Score: -6439103.500000 Penalty: 1063.777832 Iteration 1F: 3 clusters Score -6439104 nChanged 6583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54634 members Mstep: Class 2 contains 64722 members Entering Unmasked Estep Score: -6442318.500000 Penalty: 1063.777832 Iteration 2F: 3 clusters Score -6442318 nChanged 7156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52288 members Mstep: Class 2 contains 67068 members Entering Unmasked Estep Score: -6446964.000000 Penalty: 1063.777832 Iteration 3F: 3 clusters Score -6446964 nChanged 7632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50206 members Mstep: Class 2 contains 69150 members Entering Unmasked Estep Score: -6452929.000000 Penalty: 1063.777832 Iteration 4F: 3 clusters Score -6452929 nChanged 7721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48775 members Mstep: Class 2 contains 70581 members Entering Unmasked Estep Score: -6458832.500000 Penalty: 1063.777832 Iteration 5F: 3 clusters Score -6458832 nChanged 6589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48042 members Mstep: Class 2 contains 71314 members Entering Unmasked Estep Score: -6462711.000000 Penalty: 1063.777832 Iteration 6F: 3 clusters Score -6462711 nChanged 4641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47529 members Mstep: Class 2 contains 71827 members Entering Unmasked Estep Score: -6464382.500000 Penalty: 1063.777832 Iteration 7Q: 3 clusters Score -6464382 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46831 members Mstep: Class 2 contains 72525 members Entering Unmasked Estep Score: -6465051.000000 Penalty: 1063.777832 Iteration 8Q: 3 clusters Score -6465051 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45998 members Mstep: Class 2 contains 73358 members Entering Unmasked Estep Score: -6465397.500000 Penalty: 1063.777832 Iteration 9Q: 3 clusters Score -6465398 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45075 members Mstep: Class 2 contains 74281 members Entering Unmasked Estep Score: -6465655.000000 Penalty: 1063.777832 Iteration 10Q: 3 clusters Score -6465655 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44019 members Mstep: Class 2 contains 75337 members Entering Unmasked Estep Score: -6465908.000000 Penalty: 1063.777832 Iteration 11Q: 3 clusters Score -6465908 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42914 members Mstep: Class 2 contains 76442 members Entering Unmasked Estep Score: -6466231.000000 Penalty: 1063.777832 Iteration 12Q: 3 clusters Score -6466231 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41720 members Mstep: Class 2 contains 77636 members Entering Unmasked Estep Score: -6466495.000000 Penalty: 1063.777832 Iteration 13Q: 3 clusters Score -6466495 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40481 members Mstep: Class 2 contains 78875 members Entering Unmasked Estep Score: -6466724.000000 Penalty: 1063.777832 Iteration 14Q: 3 clusters Score -6466724 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39252 members Mstep: Class 2 contains 80104 members Entering Unmasked Estep Score: -6467046.000000 Penalty: 1063.777832 Iteration 15Q: 3 clusters Score -6467046 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37967 members Mstep: Class 2 contains 81389 members Entering Unmasked Estep Score: -6467317.000000 Penalty: 1063.777832 Iteration 16Q: 3 clusters Score -6467317 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36614 members Mstep: Class 2 contains 82742 members Entering Unmasked Estep Score: -6467636.000000 Penalty: 1063.777832 Iteration 17Q: 3 clusters Score -6467636 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35155 members Mstep: Class 2 contains 84201 members Entering Unmasked Estep Score: -6467945.000000 Penalty: 1063.777832 Iteration 18Q: 3 clusters Score -6467945 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33610 members Mstep: Class 2 contains 85746 members Entering Unmasked Estep Score: -6468333.500000 Penalty: 1063.777832 Iteration 19Q: 3 clusters Score -6468334 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31990 members Mstep: Class 2 contains 87366 members Entering Unmasked Estep Score: -6468750.500000 Penalty: 1063.777832 Iteration 20F: 3 clusters Score -6468750 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30310 members Mstep: Class 2 contains 89046 members Entering Unmasked Estep Score: -6469212.000000 Penalty: 1063.777832 Iteration 21Q: 3 clusters Score -6469212 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28549 members Mstep: Class 2 contains 90807 members Entering Unmasked Estep Score: -6469694.500000 Penalty: 1063.777832 Iteration 22Q: 3 clusters Score -6469694 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 92629 members Entering Unmasked Estep Score: -6470188.500000 Penalty: 1063.777832 Iteration 23Q: 3 clusters Score -6470188 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 94542 members Entering Unmasked Estep Score: -6470819.500000 Penalty: 1063.777832 Iteration 24Q: 3 clusters Score -6470820 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22785 members Mstep: Class 2 contains 96571 members Entering Unmasked Estep Score: -6471553.500000 Penalty: 1063.777832 Iteration 25Q: 3 clusters Score -6471554 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20692 members Mstep: Class 2 contains 98664 members Entering Unmasked Estep Score: -6472280.500000 Penalty: 1063.777832 Iteration 26Q: 3 clusters Score -6472280 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18641 members Mstep: Class 2 contains 100715 members Entering Unmasked Estep Score: -6473055.000000 Penalty: 1063.777832 Iteration 27Q: 3 clusters Score -6473055 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16624 members Mstep: Class 2 contains 102732 members Entering Unmasked Estep Score: -6473865.000000 Penalty: 1063.777832 Iteration 28Q: 3 clusters Score -6473865 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 104649 members Entering Unmasked Estep Score: -6474619.000000 Penalty: 1063.777832 Iteration 29Q: 3 clusters Score -6474619 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 106530 members Entering Unmasked Estep Score: -6475505.500000 Penalty: 1063.777832 Iteration 30Q: 3 clusters Score -6475506 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 108445 members Entering Unmasked Estep Score: -6476438.500000 Penalty: 1063.777832 Iteration 31Q: 3 clusters Score -6476438 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 110156 members Entering Unmasked Estep Score: -6477293.000000 Penalty: 1063.777832 Iteration 32Q: 3 clusters Score -6477293 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 111805 members Entering Unmasked Estep Score: -6478159.500000 Penalty: 1063.777832 Iteration 33Q: 3 clusters Score -6478160 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 113256 members Entering Unmasked Estep Score: -6478933.000000 Penalty: 1063.777832 Iteration 34Q: 3 clusters Score -6478933 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 114453 members Entering Unmasked Estep Score: -6479600.000000 Penalty: 1063.777832 Iteration 35Q: 3 clusters Score -6479600 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 115517 members Entering Unmasked Estep Score: -6480191.000000 Penalty: 1063.777832 Iteration 36Q: 3 clusters Score -6480191 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 116361 members Entering Unmasked Estep Score: -6480644.500000 Penalty: 1063.777832 Iteration 37Q: 3 clusters Score -6480644 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 117013 members Entering Unmasked Estep Score: -6480986.500000 Penalty: 1063.777832 Iteration 38Q: 3 clusters Score -6480986 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 117505 members Entering Unmasked Estep Score: -6481269.000000 Penalty: 1063.777832 Iteration 39Q: 3 clusters Score -6481269 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 117860 members Entering Unmasked Estep Score: -6481427.000000 Penalty: 1063.777832 Iteration 40F: 3 clusters Score -6481427 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 118107 members Entering Unmasked Estep Score: -6481557.500000 Penalty: 1063.777832 Iteration 41Q: 3 clusters Score -6481558 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 118298 members Entering Unmasked Estep Score: -6481637.500000 Penalty: 1063.777832 Iteration 42Q: 3 clusters Score -6481638 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 118435 members Entering Unmasked Estep Score: -6481693.000000 Penalty: 1063.777832 Iteration 43Q: 3 clusters Score -6481693 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 118528 members Entering Unmasked Estep Score: -6481732.000000 Penalty: 1063.777832 Iteration 44Q: 3 clusters Score -6481732 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 118593 members Entering Unmasked Estep Score: -6481767.500000 Penalty: 1063.777832 Iteration 45Q: 3 clusters Score -6481768 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 118649 members Entering Unmasked Estep Score: -6481782.000000 Penalty: 1063.777832 Iteration 46Q: 3 clusters Score -6481782 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 118701 members Entering Unmasked Estep Score: -6481798.500000 Penalty: 1063.777832 Iteration 47Q: 3 clusters Score -6481798 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 118736 members Entering Unmasked Estep Score: -6481829.500000 Penalty: 1063.777832 Iteration 48Q: 3 clusters Score -6481830 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 118771 members Entering Unmasked Estep Score: -6481844.500000 Penalty: 1063.777832 Iteration 49Q: 3 clusters Score -6481844 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 118793 members Entering Unmasked Estep Score: -6481848.000000 Penalty: 1063.777832 Iteration 50Q: 3 clusters Score -6481848 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 118797 members Entering Unmasked Estep Score: -6481857.000000 Penalty: 1063.777832 Iteration 51Q: 3 clusters Score -6481857 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 118804 members Entering Unmasked Estep Score: -6481864.500000 Penalty: 1063.777832 Iteration 52Q: 3 clusters Score -6481864 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 118808 members Entering Unmasked Estep Score: -6481866.500000 Penalty: 1063.777832 Iteration 53Q: 3 clusters Score -6481866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 118801 members Entering Unmasked Estep Score: -6481870.000000 Penalty: 1063.777832 Iteration 54Q: 3 clusters Score -6481870 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 118804 members Entering Unmasked Estep Score: -6481873.500000 Penalty: 1063.777832 Iteration 55Q: 3 clusters Score -6481874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 118808 members Entering Unmasked Estep Score: -6481873.000000 Penalty: 1063.777832 Iteration 56Q: 3 clusters Score -6481873 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 118813 members Entering Unmasked Estep Score: -6481876.500000 Penalty: 1063.777832 Iteration 57Q: 3 clusters Score -6481876 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 118823 members Entering Unmasked Estep Score: -6481878.000000 Penalty: 1063.777832 Iteration 58Q: 3 clusters Score -6481878 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 118830 members Entering Unmasked Estep Score: -6481882.000000 Penalty: 1063.777832 Iteration 59Q: 3 clusters Score -6481882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 118831 members Entering Unmasked Estep Score: -6481874.000000 Penalty: 1063.777832 Iteration 60F: 3 clusters Score -6481874 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 118835 members Entering Unmasked Estep Score: -6481875.500000 Penalty: 1063.777832 Iteration 61Q: 3 clusters Score -6481876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 118841 members Entering Unmasked Estep Score: -6481883.000000 Penalty: 1063.777832 Iteration 62Q: 3 clusters Score -6481883 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 118846 members Entering Unmasked Estep Score: -6481879.000000 Penalty: 1063.777832 Iteration 63Q: 3 clusters Score -6481879 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 118854 members Entering Unmasked Estep Score: -6481879.000000 Penalty: 1063.777832 Iteration 64Q: 3 clusters Score -6481879 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 118853 members Entering Unmasked Estep Score: -6481887.500000 Penalty: 1063.777832 Iteration 65Q: 3 clusters Score -6481888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 118856 members Entering Unmasked Estep Score: -6481880.500000 Penalty: 1063.777832 Iteration 66Q: 3 clusters Score -6481880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 118858 members Entering Unmasked Estep Score: -6481878.000000 Penalty: 1063.777832 Iteration 67Q: 3 clusters Score -6481878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 118860 members Entering Unmasked Estep Score: -6481881.500000 Penalty: 1063.777832 Iteration 68Q: 3 clusters Score -6481882 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 118866 members Entering Unmasked Estep Score: -6481884.500000 Penalty: 1063.777832 Iteration 69Q: 3 clusters Score -6481884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 118867 members Entering Unmasked Estep Score: -6481879.000000 Penalty: 1063.777832 Iteration 70Q: 3 clusters Score -6481879 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 118868 members Entering Unmasked Estep Score: -6481885.000000 Penalty: 1063.777832 Iteration 71Q: 3 clusters Score -6481885 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 118875 members Entering Unmasked Estep Score: -6481895.000000 Penalty: 1063.777832 Iteration 72Q: 3 clusters Score -6481895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 118879 members Entering Unmasked Estep Score: -6481893.500000 Penalty: 1063.777832 Iteration 73Q: 3 clusters Score -6481894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 118885 members Entering Unmasked Estep Score: -6481888.000000 Penalty: 1063.777832 Iteration 74Q: 3 clusters Score -6481888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 118888 members Entering Unmasked Estep Score: -6481894.500000 Penalty: 1063.777832 Iteration 75Q: 3 clusters Score -6481894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 118891 members Entering Unmasked Estep Score: -6481896.500000 Penalty: 1063.777832 Iteration 76Q: 3 clusters Score -6481896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 118893 members Entering Unmasked Estep Score: -6481894.000000 Penalty: 1063.777832 Iteration 77Q: 3 clusters Score -6481894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 118894 members Entering Unmasked Estep Score: -6481894.500000 Penalty: 1063.777832 Iteration 78Q: 3 clusters Score -6481894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 118895 members Entering Unmasked Estep Score: -6481896.000000 Penalty: 1063.777832 Iteration 79Q: 3 clusters Score -6481896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 118895 members Entering Unmasked Estep Score: -6481896.000000 Penalty: 1063.777832 Iteration 80F: 3 clusters Score -6481896 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23688 members Entering Unmasked Estep Score: -1330060.000000 Penalty: 458.308899 Iteration 0F: 2 clusters Score -1330060 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1314367.625000 Penalty: 916.617798 Iteration 0F: 3 clusters Score -1314368 nChanged 11296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -1321412.500000 Penalty: 916.617798 Iteration 1F: 3 clusters Score -1321412 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1322041.750000 Penalty: 916.617798 Iteration 2F: 3 clusters Score -1322042 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -1322766.375000 Penalty: 916.617798 Iteration 3F: 3 clusters Score -1322766 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -1323607.125000 Penalty: 916.617798 Iteration 4F: 3 clusters Score -1323607 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1324476.000000 Penalty: 916.617798 Iteration 5F: 3 clusters Score -1324476 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1325424.875000 Penalty: 916.617798 Iteration 6F: 3 clusters Score -1325425 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19122 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1326448.875000 Penalty: 916.617798 Iteration 7F: 3 clusters Score -1326449 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20381 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1327477.625000 Penalty: 916.617798 Iteration 8F: 3 clusters Score -1327478 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21400 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1328278.125000 Penalty: 916.617798 Iteration 9Q: 3 clusters Score -1328278 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1328877.000000 Penalty: 916.617798 Iteration 10Q: 3 clusters Score -1328877 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22710 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1329271.500000 Penalty: 916.617798 Iteration 11Q: 3 clusters Score -1329272 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23059 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -1329504.625000 Penalty: 916.617798 Iteration 12Q: 3 clusters Score -1329505 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23247 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1329621.375000 Penalty: 916.617798 Iteration 13Q: 3 clusters Score -1329621 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1329675.875000 Penalty: 916.617798 Iteration 14Q: 3 clusters Score -1329676 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1329704.000000 Penalty: 916.617798 Iteration 15Q: 3 clusters Score -1329704 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23445 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -1329724.875000 Penalty: 916.617798 Iteration 16Q: 3 clusters Score -1329725 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1329735.750000 Penalty: 916.617798 Iteration 17Q: 3 clusters Score -1329736 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1329744.875000 Penalty: 916.617798 Iteration 18Q: 3 clusters Score -1329745 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23496 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1329751.875000 Penalty: 916.617798 Iteration 19Q: 3 clusters Score -1329752 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23501 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1329756.750000 Penalty: 916.617798 Iteration 20F: 3 clusters Score -1329757 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1329757.625000 Penalty: 916.617798 Iteration 21Q: 3 clusters Score -1329758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1329764.625000 Penalty: 916.617798 Iteration 22Q: 3 clusters Score -1329765 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -1329767.375000 Penalty: 916.617798 Iteration 23Q: 3 clusters Score -1329767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1329769.625000 Penalty: 916.617798 Iteration 24Q: 3 clusters Score -1329770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1329770.250000 Penalty: 916.617798 Iteration 25Q: 3 clusters Score -1329770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1329772.625000 Penalty: 916.617798 Iteration 26Q: 3 clusters Score -1329773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23514 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1329772.250000 Penalty: 916.617798 Iteration 27Q: 3 clusters Score -1329772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1329772.750000 Penalty: 916.617798 Iteration 28Q: 3 clusters Score -1329773 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1329772.375000 Penalty: 916.617798 Iteration 29Q: 3 clusters Score -1329772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1329772.375000 Penalty: 916.617798 Iteration 30F: 3 clusters Score -1329772 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Entering Unmasked Estep Score: -504829.093750 Penalty: 413.393463 Iteration 0F: 2 clusters Score -504829.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -498925.843750 Penalty: 826.786926 Iteration 0F: 3 clusters Score -498925.8 nChanged 4121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -501277.093750 Penalty: 826.786926 Iteration 1F: 3 clusters Score -501277.1 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -501476.875000 Penalty: 826.786926 Iteration 2F: 3 clusters Score -501476.9 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -501701.875000 Penalty: 826.786926 Iteration 3F: 3 clusters Score -501701.9 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -502001.250000 Penalty: 826.786926 Iteration 4F: 3 clusters Score -502001.2 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -502409.937500 Penalty: 826.786926 Iteration 5F: 3 clusters Score -502409.9 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -502885.562500 Penalty: 826.786926 Iteration 6F: 3 clusters Score -502885.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -503201.343750 Penalty: 826.786926 Iteration 7F: 3 clusters Score -503201.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -503351.250000 Penalty: 826.786926 Iteration 8Q: 3 clusters Score -503351.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -503437.875000 Penalty: 826.786926 Iteration 9Q: 3 clusters Score -503437.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -503481.875000 Penalty: 826.786926 Iteration 10Q: 3 clusters Score -503481.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -503521.625000 Penalty: 826.786926 Iteration 11Q: 3 clusters Score -503521.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -503549.781250 Penalty: 826.786926 Iteration 12Q: 3 clusters Score -503549.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -503579.218750 Penalty: 826.786926 Iteration 13Q: 3 clusters Score -503579.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -503609.875000 Penalty: 826.786926 Iteration 14Q: 3 clusters Score -503609.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -503635.500000 Penalty: 826.786926 Iteration 15Q: 3 clusters Score -503635.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -503659.562500 Penalty: 826.786926 Iteration 16Q: 3 clusters Score -503659.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -503689.093750 Penalty: 826.786926 Iteration 17Q: 3 clusters Score -503689.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -503719.750000 Penalty: 826.786926 Iteration 18Q: 3 clusters Score -503719.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -503741.468750 Penalty: 826.786926 Iteration 19Q: 3 clusters Score -503741.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -503757.031250 Penalty: 826.786926 Iteration 20F: 3 clusters Score -503757 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -503769.406250 Penalty: 826.786926 Iteration 21Q: 3 clusters Score -503769.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -503777.562500 Penalty: 826.786926 Iteration 22Q: 3 clusters Score -503777.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -503789.343750 Penalty: 826.786926 Iteration 23Q: 3 clusters Score -503789.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -503802.156250 Penalty: 826.786926 Iteration 24Q: 3 clusters Score -503802.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -503819.343750 Penalty: 826.786926 Iteration 25Q: 3 clusters Score -503819.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -503835.250000 Penalty: 826.786926 Iteration 26Q: 3 clusters Score -503835.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -503848.250000 Penalty: 826.786926 Iteration 27Q: 3 clusters Score -503848.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -503864.437500 Penalty: 826.786926 Iteration 28Q: 3 clusters Score -503864.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -503876.750000 Penalty: 826.786926 Iteration 29Q: 3 clusters Score -503876.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -503892.812500 Penalty: 826.786926 Iteration 30Q: 3 clusters Score -503892.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -503913.093750 Penalty: 826.786926 Iteration 31Q: 3 clusters Score -503913.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -503933.187500 Penalty: 826.786926 Iteration 32Q: 3 clusters Score -503933.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -503957.093750 Penalty: 826.786926 Iteration 33Q: 3 clusters Score -503957.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -503976.343750 Penalty: 826.786926 Iteration 34Q: 3 clusters Score -503976.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -503995.687500 Penalty: 826.786926 Iteration 35Q: 3 clusters Score -503995.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -504020.593750 Penalty: 826.786926 Iteration 36Q: 3 clusters Score -504020.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -504044.968750 Penalty: 826.786926 Iteration 37Q: 3 clusters Score -504045 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -504075.937500 Penalty: 826.786926 Iteration 38Q: 3 clusters Score -504075.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -504105.343750 Penalty: 826.786926 Iteration 39Q: 3 clusters Score -504105.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -504137.531250 Penalty: 826.786926 Iteration 40F: 3 clusters Score -504137.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -504175.656250 Penalty: 826.786926 Iteration 41Q: 3 clusters Score -504175.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -504224.906250 Penalty: 826.786926 Iteration 42Q: 3 clusters Score -504224.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -504270.687500 Penalty: 826.786926 Iteration 43Q: 3 clusters Score -504270.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -504315.000000 Penalty: 826.786926 Iteration 44Q: 3 clusters Score -504315 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -504342.937500 Penalty: 826.786926 Iteration 45Q: 3 clusters Score -504342.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -504367.125000 Penalty: 826.786926 Iteration 46Q: 3 clusters Score -504367.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -504386.093750 Penalty: 826.786926 Iteration 47Q: 3 clusters Score -504386.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -504406.250000 Penalty: 826.786926 Iteration 48Q: 3 clusters Score -504406.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -504417.593750 Penalty: 826.786926 Iteration 49Q: 3 clusters Score -504417.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -504429.531250 Penalty: 826.786926 Iteration 50Q: 3 clusters Score -504429.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -504440.718750 Penalty: 826.786926 Iteration 51Q: 3 clusters Score -504440.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -504453.906250 Penalty: 826.786926 Iteration 52Q: 3 clusters Score -504453.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -504463.500000 Penalty: 826.786926 Iteration 53Q: 3 clusters Score -504463.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -504474.343750 Penalty: 826.786926 Iteration 54Q: 3 clusters Score -504474.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -504492.968750 Penalty: 826.786926 Iteration 55Q: 3 clusters Score -504493 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -504506.281250 Penalty: 826.786926 Iteration 56Q: 3 clusters Score -504506.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -504515.625000 Penalty: 826.786926 Iteration 57Q: 3 clusters Score -504515.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -504523.875000 Penalty: 826.786926 Iteration 58Q: 3 clusters Score -504523.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -504530.312500 Penalty: 826.786926 Iteration 59Q: 3 clusters Score -504530.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -504535.843750 Penalty: 826.786926 Iteration 60F: 3 clusters Score -504535.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -504539.062500 Penalty: 826.786926 Iteration 61Q: 3 clusters Score -504539.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -504541.031250 Penalty: 826.786926 Iteration 62Q: 3 clusters Score -504541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -504542.843750 Penalty: 826.786926 Iteration 63Q: 3 clusters Score -504542.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -504544.281250 Penalty: 826.786926 Iteration 64Q: 3 clusters Score -504544.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -504545.781250 Penalty: 826.786926 Iteration 65Q: 3 clusters Score -504545.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -504546.093750 Penalty: 826.786926 Iteration 66Q: 3 clusters Score -504546.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -504545.875000 Penalty: 826.786926 Iteration 67Q: 3 clusters Score -504545.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -504546.125000 Penalty: 826.786926 Iteration 68Q: 3 clusters Score -504546.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -504546.125000 Penalty: 826.786926 Iteration 69F: 3 clusters Score -504546.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -22875.533203 Penalty: 287.018463 Iteration 0F: 2 clusters Score -22875.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -22392.599609 Penalty: 574.036926 Iteration 0F: 3 clusters Score -22392.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -22582.429688 Penalty: 574.036926 Iteration 1F: 3 clusters Score -22582.43 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -22628.226562 Penalty: 574.036926 Iteration 2F: 3 clusters Score -22628.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -22649.650391 Penalty: 574.036926 Iteration 3Q: 3 clusters Score -22649.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -22658.759766 Penalty: 574.036926 Iteration 4Q: 3 clusters Score -22658.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -22668.541016 Penalty: 574.036926 Iteration 5Q: 3 clusters Score -22668.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -22677.275391 Penalty: 574.036926 Iteration 6Q: 3 clusters Score -22677.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -22684.837891 Penalty: 574.036926 Iteration 7Q: 3 clusters Score -22684.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -22687.244141 Penalty: 574.036926 Iteration 8Q: 3 clusters Score -22687.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -22691.228516 Penalty: 574.036926 Iteration 9Q: 3 clusters Score -22691.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -22696.343750 Penalty: 574.036926 Iteration 10Q: 3 clusters Score -22696.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -22699.392578 Penalty: 574.036926 Iteration 11Q: 3 clusters Score -22699.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -22703.763672 Penalty: 574.036926 Iteration 12Q: 3 clusters Score -22703.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -22705.683594 Penalty: 574.036926 Iteration 13Q: 3 clusters Score -22705.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -22706.253906 Penalty: 574.036926 Iteration 14Q: 3 clusters Score -22706.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -22706.253906 Penalty: 574.036926 Iteration 15F: 3 clusters Score -22706.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Entering Unmasked Estep Score: -326530.062500 Penalty: 401.455872 Iteration 0F: 2 clusters Score -326530.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -322002.218750 Penalty: 802.911743 Iteration 0F: 3 clusters Score -322002.2 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -323789.187500 Penalty: 802.911743 Iteration 1F: 3 clusters Score -323789.2 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -324033.843750 Penalty: 802.911743 Iteration 2F: 3 clusters Score -324033.8 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -324247.750000 Penalty: 802.911743 Iteration 3F: 3 clusters Score -324247.8 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -324470.406250 Penalty: 802.911743 Iteration 4F: 3 clusters Score -324470.4 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -324713.062500 Penalty: 802.911743 Iteration 5F: 3 clusters Score -324713.1 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -324951.781250 Penalty: 802.911743 Iteration 6F: 3 clusters Score -324951.8 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -325177.375000 Penalty: 802.911743 Iteration 7F: 3 clusters Score -325177.4 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -325416.500000 Penalty: 802.911743 Iteration 8Q: 3 clusters Score -325416.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -325616.093750 Penalty: 802.911743 Iteration 9Q: 3 clusters Score -325616.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -325814.750000 Penalty: 802.911743 Iteration 10Q: 3 clusters Score -325814.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -325930.750000 Penalty: 802.911743 Iteration 11Q: 3 clusters Score -325930.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -326002.906250 Penalty: 802.911743 Iteration 12Q: 3 clusters Score -326002.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -326047.062500 Penalty: 802.911743 Iteration 13Q: 3 clusters Score -326047.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -326094.781250 Penalty: 802.911743 Iteration 14Q: 3 clusters Score -326094.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -326128.875000 Penalty: 802.911743 Iteration 15Q: 3 clusters Score -326128.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -326151.562500 Penalty: 802.911743 Iteration 16Q: 3 clusters Score -326151.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -326176.718750 Penalty: 802.911743 Iteration 17Q: 3 clusters Score -326176.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -326215.187500 Penalty: 802.911743 Iteration 18Q: 3 clusters Score -326215.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -326245.062500 Penalty: 802.911743 Iteration 19Q: 3 clusters Score -326245.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -326260.375000 Penalty: 802.911743 Iteration 20F: 3 clusters Score -326260.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -326271.531250 Penalty: 802.911743 Iteration 21Q: 3 clusters Score -326271.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -326284.156250 Penalty: 802.911743 Iteration 22Q: 3 clusters Score -326284.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -326296.031250 Penalty: 802.911743 Iteration 23Q: 3 clusters Score -326296 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -326311.062500 Penalty: 802.911743 Iteration 24Q: 3 clusters Score -326311.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -326321.593750 Penalty: 802.911743 Iteration 25Q: 3 clusters Score -326321.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -326325.687500 Penalty: 802.911743 Iteration 26Q: 3 clusters Score -326325.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -326331.968750 Penalty: 802.911743 Iteration 27Q: 3 clusters Score -326332 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -326335.812500 Penalty: 802.911743 Iteration 28Q: 3 clusters Score -326335.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -326338.906250 Penalty: 802.911743 Iteration 29Q: 3 clusters Score -326338.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -326339.125000 Penalty: 802.911743 Iteration 30Q: 3 clusters Score -326339.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -326339.125000 Penalty: 802.911743 Iteration 31F: 3 clusters Score -326339.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 6410 members Mstep: Class 3 contains 387 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 67059 members Mstep: Class 6 contains 19941 members Mstep: Class 7 contains 26587 members Mstep: Class 8 contains 3335 members Mstep: Class 9 contains 5811 members Mstep: Class 10 contains 4264 members Mstep: Class 11 contains 2832 members Mstep: Class 12 contains 9309 members Mstep: Class 13 contains 4899 members Mstep: Class 14 contains 43312 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 2105 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 1615 members Mstep: Class 19 contains 21429 members Mstep: Class 20 contains 78 members Mstep: Class 21 contains 119356 members Mstep: Class 22 contains 23688 members Mstep: Class 23 contains 8827 members Mstep: Class 24 contains 549 members Mstep: Class 25 contains 6790 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 527.045532 but Gain 588.432617 Score: -21378094.000000 Penalty: 15299.242188 Iteration 79Q: 27 clusters Score -2.137809e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 6415 members Mstep: Class 3 contains 409 members Mstep: Class 4 contains 1903 members Mstep: Class 5 contains 67078 members Mstep: Class 6 contains 19952 members Mstep: Class 7 contains 26585 members Mstep: Class 8 contains 3298 members Mstep: Class 9 contains 5829 members Mstep: Class 10 contains 4266 members Mstep: Class 11 contains 2844 members Mstep: Class 12 contains 9306 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 43306 members Mstep: Class 15 contains 2479 members Mstep: Class 16 contains 2098 members Mstep: Class 17 contains 26640 members Mstep: Class 18 contains 1517 members Mstep: Class 19 contains 21429 members Mstep: Class 21 contains 119344 members Mstep: Class 22 contains 23684 members Mstep: Class 23 contains 8823 members Mstep: Class 24 contains 564 members Mstep: Class 25 contains 6973 members Mstep: Class 26 contains 2002 members Mstep: Class 27 contains 187 members Entering Unmasked Estep ConsiderDeletion Score: -21378134.000000 Penalty: 15299.242188 Iteration 80F: 27 clusters Score -2.137813e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 6419 members Mstep: Class 3 contains 411 members Mstep: Class 4 contains 1903 members Mstep: Class 5 contains 67053 members Mstep: Class 6 contains 19949 members Mstep: Class 7 contains 26571 members Mstep: Class 8 contains 3278 members Mstep: Class 9 contains 5846 members Mstep: Class 10 contains 4268 members Mstep: Class 11 contains 2847 members Mstep: Class 12 contains 9310 members Mstep: Class 13 contains 4905 members Mstep: Class 14 contains 43300 members Mstep: Class 15 contains 2478 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 26641 members Mstep: Class 18 contains 1480 members Mstep: Class 19 contains 21424 members Mstep: Class 21 contains 119262 members Mstep: Class 22 contains 23681 members Mstep: Class 23 contains 8819 members Mstep: Class 24 contains 561 members Mstep: Class 25 contains 6870 members Mstep: Class 26 contains 2316 members Mstep: Class 27 contains 193 members Entering Unmasked Estep ConsiderDeletion Score: -21379782.000000 Penalty: 15299.242188 Iteration 81Q: 27 clusters Score -2.137978e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 6421 members Mstep: Class 3 contains 415 members Mstep: Class 4 contains 1903 members Mstep: Class 5 contains 66979 members Mstep: Class 6 contains 19951 members Mstep: Class 7 contains 26564 members Mstep: Class 8 contains 3232 members Mstep: Class 9 contains 5868 members Mstep: Class 10 contains 4269 members Mstep: Class 11 contains 2850 members Mstep: Class 12 contains 9318 members Mstep: Class 13 contains 4887 members Mstep: Class 14 contains 43294 members Mstep: Class 15 contains 2478 members Mstep: Class 16 contains 2069 members Mstep: Class 17 contains 26640 members Mstep: Class 18 contains 1598 members Mstep: Class 19 contains 21422 members Mstep: Class 21 contains 119202 members Mstep: Class 22 contains 23677 members Mstep: Class 23 contains 8813 members Mstep: Class 24 contains 558 members Mstep: Class 25 contains 6707 members Mstep: Class 26 contains 2610 members Mstep: Class 27 contains 195 members Entering Unmasked Estep ConsiderDeletion Score: -21380598.000000 Penalty: 15299.242188 Iteration 82Q: 27 clusters Score -2.13806e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 6432 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1904 members Mstep: Class 5 contains 66893 members Mstep: Class 6 contains 19937 members Mstep: Class 7 contains 26576 members Mstep: Class 8 contains 3191 members Mstep: Class 9 contains 5896 members Mstep: Class 10 contains 4271 members Mstep: Class 11 contains 2851 members Mstep: Class 12 contains 9333 members Mstep: Class 13 contains 4868 members Mstep: Class 14 contains 43282 members Mstep: Class 15 contains 2479 members Mstep: Class 16 contains 2050 members Mstep: Class 17 contains 26640 members Mstep: Class 18 contains 1723 members Mstep: Class 19 contains 21421 members Mstep: Class 21 contains 119177 members Mstep: Class 22 contains 23670 members Mstep: Class 23 contains 8811 members Mstep: Class 24 contains 557 members Mstep: Class 25 contains 6571 members Mstep: Class 26 contains 2805 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21380878.000000 Penalty: 15299.242188 Iteration 83Q: 27 clusters Score -2.138088e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 6445 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1904 members Mstep: Class 5 contains 66814 members Mstep: Class 6 contains 19939 members Mstep: Class 7 contains 26592 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5926 members Mstep: Class 10 contains 4270 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9343 members Mstep: Class 13 contains 4849 members Mstep: Class 14 contains 43271 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 2026 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 1826 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119168 members Mstep: Class 22 contains 23668 members Mstep: Class 23 contains 8813 members Mstep: Class 24 contains 549 members Mstep: Class 25 contains 6452 members Mstep: Class 26 contains 2955 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381066.000000 Penalty: 15299.242188 Iteration 84Q: 27 clusters Score -2.138107e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 6452 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1903 members Mstep: Class 5 contains 66767 members Mstep: Class 6 contains 19939 members Mstep: Class 7 contains 26602 members Mstep: Class 8 contains 3127 members Mstep: Class 9 contains 5941 members Mstep: Class 10 contains 4271 members Mstep: Class 11 contains 2853 members Mstep: Class 12 contains 9351 members Mstep: Class 13 contains 4834 members Mstep: Class 14 contains 43264 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 2015 members Mstep: Class 17 contains 26638 members Mstep: Class 18 contains 1900 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119144 members Mstep: Class 22 contains 23665 members Mstep: Class 23 contains 8815 members Mstep: Class 24 contains 543 members Mstep: Class 25 contains 6352 members Mstep: Class 26 contains 3082 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381228.000000 Penalty: 15299.242188 Iteration 85Q: 27 clusters Score -2.138123e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 6453 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 66738 members Mstep: Class 6 contains 19941 members Mstep: Class 7 contains 26610 members Mstep: Class 8 contains 3125 members Mstep: Class 9 contains 5950 members Mstep: Class 10 contains 4275 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9356 members Mstep: Class 13 contains 4811 members Mstep: Class 14 contains 43255 members Mstep: Class 15 contains 2479 members Mstep: Class 16 contains 2007 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 1971 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119129 members Mstep: Class 22 contains 23649 members Mstep: Class 23 contains 8817 members Mstep: Class 24 contains 538 members Mstep: Class 25 contains 6280 members Mstep: Class 26 contains 3168 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381306.000000 Penalty: 15299.242188 Iteration 86Q: 27 clusters Score -2.138131e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 6449 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 66720 members Mstep: Class 6 contains 19944 members Mstep: Class 7 contains 26620 members Mstep: Class 8 contains 3126 members Mstep: Class 9 contains 5959 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9344 members Mstep: Class 13 contains 4797 members Mstep: Class 14 contains 43240 members Mstep: Class 15 contains 2479 members Mstep: Class 16 contains 2001 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2019 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119125 members Mstep: Class 22 contains 23641 members Mstep: Class 23 contains 8818 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 6217 members Mstep: Class 26 contains 3251 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381346.000000 Penalty: 15299.242188 Iteration 87Q: 27 clusters Score -2.138135e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 6447 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 66710 members Mstep: Class 6 contains 19942 members Mstep: Class 7 contains 26629 members Mstep: Class 8 contains 3135 members Mstep: Class 9 contains 5975 members Mstep: Class 10 contains 4295 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9327 members Mstep: Class 13 contains 4783 members Mstep: Class 14 contains 43235 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 1990 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2057 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119114 members Mstep: Class 22 contains 23636 members Mstep: Class 23 contains 8816 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 6151 members Mstep: Class 26 contains 3327 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381420.000000 Penalty: 15299.242188 Iteration 88Q: 27 clusters Score -2.138142e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 6444 members Mstep: Class 3 contains 419 members Mstep: Class 4 contains 1901 members Mstep: Class 5 contains 66701 members Mstep: Class 6 contains 19939 members Mstep: Class 7 contains 26635 members Mstep: Class 8 contains 3144 members Mstep: Class 9 contains 5984 members Mstep: Class 10 contains 4313 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9321 members Mstep: Class 13 contains 4768 members Mstep: Class 14 contains 43227 members Mstep: Class 15 contains 2484 members Mstep: Class 16 contains 1982 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2092 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119107 members Mstep: Class 22 contains 23635 members Mstep: Class 23 contains 8814 members Mstep: Class 24 contains 510 members Mstep: Class 25 contains 6090 members Mstep: Class 26 contains 3391 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381506.000000 Penalty: 15299.242188 Iteration 89Q: 27 clusters Score -2.138151e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6448 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 66687 members Mstep: Class 6 contains 19942 members Mstep: Class 7 contains 26643 members Mstep: Class 8 contains 3149 members Mstep: Class 9 contains 5992 members Mstep: Class 10 contains 4328 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9316 members Mstep: Class 13 contains 4756 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2488 members Mstep: Class 16 contains 1975 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2118 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119087 members Mstep: Class 22 contains 23636 members Mstep: Class 23 contains 8810 members Mstep: Class 24 contains 502 members Mstep: Class 25 contains 6049 members Mstep: Class 26 contains 3444 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381524.000000 Penalty: 15299.242188 Iteration 90Q: 27 clusters Score -2.138152e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 6453 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 66669 members Mstep: Class 6 contains 19938 members Mstep: Class 7 contains 26649 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5998 members Mstep: Class 10 contains 4336 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9312 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 43218 members Mstep: Class 15 contains 2493 members Mstep: Class 16 contains 1971 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2143 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119084 members Mstep: Class 22 contains 23639 members Mstep: Class 23 contains 8803 members Mstep: Class 24 contains 486 members Mstep: Class 25 contains 6024 members Mstep: Class 26 contains 3481 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381552.000000 Penalty: 15299.242188 Iteration 91Q: 27 clusters Score -2.138155e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 6457 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 66664 members Mstep: Class 6 contains 19938 members Mstep: Class 7 contains 26653 members Mstep: Class 8 contains 3153 members Mstep: Class 9 contains 6010 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9303 members Mstep: Class 13 contains 4747 members Mstep: Class 14 contains 43213 members Mstep: Class 15 contains 2498 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2158 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119074 members Mstep: Class 22 contains 23634 members Mstep: Class 23 contains 8799 members Mstep: Class 24 contains 478 members Mstep: Class 25 contains 5998 members Mstep: Class 26 contains 3521 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381562.000000 Penalty: 15299.242188 Iteration 92Q: 27 clusters Score -2.138156e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 6462 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 66659 members Mstep: Class 6 contains 19946 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 3145 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 4357 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9297 members Mstep: Class 13 contains 4746 members Mstep: Class 14 contains 43210 members Mstep: Class 15 contains 2502 members Mstep: Class 16 contains 1958 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2161 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119071 members Mstep: Class 22 contains 23638 members Mstep: Class 23 contains 8793 members Mstep: Class 24 contains 477 members Mstep: Class 25 contains 5964 members Mstep: Class 26 contains 3554 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381592.000000 Penalty: 15299.242188 Iteration 93Q: 27 clusters Score -2.138159e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 6467 members Mstep: Class 3 contains 414 members Mstep: Class 4 contains 1900 members Mstep: Class 5 contains 66653 members Mstep: Class 6 contains 19967 members Mstep: Class 7 contains 26662 members Mstep: Class 8 contains 3134 members Mstep: Class 9 contains 6017 members Mstep: Class 10 contains 4367 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9289 members Mstep: Class 13 contains 4746 members Mstep: Class 14 contains 43208 members Mstep: Class 15 contains 2505 members Mstep: Class 16 contains 1954 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2162 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119065 members Mstep: Class 22 contains 23641 members Mstep: Class 23 contains 8790 members Mstep: Class 24 contains 477 members Mstep: Class 25 contains 5937 members Mstep: Class 26 contains 3581 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381590.000000 Penalty: 15299.242188 Iteration 94Q: 27 clusters Score -2.138159e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 6468 members Mstep: Class 3 contains 414 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66647 members Mstep: Class 6 contains 19978 members Mstep: Class 7 contains 26665 members Mstep: Class 8 contains 3128 members Mstep: Class 9 contains 6021 members Mstep: Class 10 contains 4374 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9276 members Mstep: Class 13 contains 4745 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2506 members Mstep: Class 16 contains 1952 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2167 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119068 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8788 members Mstep: Class 24 contains 477 members Mstep: Class 25 contains 5913 members Mstep: Class 26 contains 3604 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381616.000000 Penalty: 15299.242188 Iteration 95Q: 27 clusters Score -2.138162e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 6467 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66643 members Mstep: Class 6 contains 19978 members Mstep: Class 7 contains 26667 members Mstep: Class 8 contains 3129 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 4379 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9264 members Mstep: Class 13 contains 4745 members Mstep: Class 14 contains 43204 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1951 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119069 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 475 members Mstep: Class 25 contains 5891 members Mstep: Class 26 contains 3632 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381622.000000 Penalty: 15299.242188 Iteration 96Q: 27 clusters Score -2.138162e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 6468 members Mstep: Class 3 contains 415 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66644 members Mstep: Class 6 contains 19984 members Mstep: Class 7 contains 26670 members Mstep: Class 8 contains 3124 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 4383 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9251 members Mstep: Class 13 contains 4744 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1952 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2174 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119069 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 474 members Mstep: Class 25 contains 5864 members Mstep: Class 26 contains 3666 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381632.000000 Penalty: 15299.242188 Iteration 97Q: 27 clusters Score -2.138163e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 6469 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66645 members Mstep: Class 6 contains 19993 members Mstep: Class 7 contains 26674 members Mstep: Class 8 contains 3119 members Mstep: Class 9 contains 6034 members Mstep: Class 10 contains 4385 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9239 members Mstep: Class 13 contains 4744 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 1949 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2174 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119076 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 473 members Mstep: Class 25 contains 5835 members Mstep: Class 26 contains 3701 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381618.000000 Penalty: 15299.242188 Iteration 98Q: 27 clusters Score -2.138162e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66645 members Mstep: Class 6 contains 19996 members Mstep: Class 7 contains 26674 members Mstep: Class 8 contains 3116 members Mstep: Class 9 contains 6033 members Mstep: Class 10 contains 4388 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9229 members Mstep: Class 13 contains 4744 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 1954 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2174 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119081 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 473 members Mstep: Class 25 contains 5815 members Mstep: Class 26 contains 3726 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381642.000000 Penalty: 15299.242188 Iteration 99Q: 27 clusters Score -2.138164e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6472 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66646 members Mstep: Class 6 contains 20000 members Mstep: Class 7 contains 26675 members Mstep: Class 8 contains 3114 members Mstep: Class 9 contains 6030 members Mstep: Class 10 contains 4391 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9226 members Mstep: Class 13 contains 4744 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 1957 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2174 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119080 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 473 members Mstep: Class 25 contains 5795 members Mstep: Class 26 contains 3748 members Mstep: Class 27 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -21381624.000000 Penalty: 15299.242188 Iteration 100F: 27 clusters Score -2.138162e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 416 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66646 members Mstep: Class 6 contains 20006 members Mstep: Class 7 contains 26677 members Mstep: Class 8 contains 3110 members Mstep: Class 9 contains 6028 members Mstep: Class 10 contains 4397 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9214 members Mstep: Class 13 contains 4743 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2181 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119084 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 472 members Mstep: Class 25 contains 5786 members Mstep: Class 26 contains 3757 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381646.000000 Penalty: 15299.242188 Iteration 101Q: 27 clusters Score -2.138165e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66646 members Mstep: Class 6 contains 20009 members Mstep: Class 7 contains 26678 members Mstep: Class 8 contains 3110 members Mstep: Class 9 contains 6029 members Mstep: Class 10 contains 4398 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9205 members Mstep: Class 13 contains 4741 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2187 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119091 members Mstep: Class 22 contains 23642 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 471 members Mstep: Class 25 contains 5780 members Mstep: Class 26 contains 3764 members Mstep: Class 27 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -21381670.000000 Penalty: 15299.242188 Iteration 102Q: 27 clusters Score -2.138167e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 6469 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66640 members Mstep: Class 6 contains 20014 members Mstep: Class 7 contains 26679 members Mstep: Class 8 contains 3110 members Mstep: Class 9 contains 6029 members Mstep: Class 10 contains 4401 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9194 members Mstep: Class 13 contains 4738 members Mstep: Class 14 contains 43208 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2195 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119101 members Mstep: Class 22 contains 23643 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 471 members Mstep: Class 25 contains 5767 members Mstep: Class 26 contains 3772 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381680.000000 Penalty: 15299.242188 Iteration 103Q: 27 clusters Score -2.138168e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20021 members Mstep: Class 7 contains 26680 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 6027 members Mstep: Class 10 contains 4405 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9185 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2507 members Mstep: Class 16 contains 1963 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2198 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119108 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 471 members Mstep: Class 25 contains 5753 members Mstep: Class 26 contains 3779 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381634.000000 Penalty: 15299.242188 Iteration 104Q: 27 clusters Score -2.138163e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66634 members Mstep: Class 6 contains 20033 members Mstep: Class 7 contains 26680 members Mstep: Class 8 contains 3103 members Mstep: Class 9 contains 6027 members Mstep: Class 10 contains 4411 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9168 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2200 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119115 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 470 members Mstep: Class 25 contains 5741 members Mstep: Class 26 contains 3791 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381686.000000 Penalty: 15299.242188 Iteration 105Q: 27 clusters Score -2.138169e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66634 members Mstep: Class 6 contains 20041 members Mstep: Class 7 contains 26681 members Mstep: Class 8 contains 3100 members Mstep: Class 9 contains 6028 members Mstep: Class 10 contains 4419 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9155 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43205 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2201 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119118 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 471 members Mstep: Class 25 contains 5730 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381692.000000 Penalty: 15299.242188 Iteration 106Q: 27 clusters Score -2.138169e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66634 members Mstep: Class 6 contains 20049 members Mstep: Class 7 contains 26680 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 4424 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9137 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43203 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2201 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119127 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 472 members Mstep: Class 25 contains 5725 members Mstep: Class 26 contains 3800 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381690.000000 Penalty: 15299.242188 Iteration 107Q: 27 clusters Score -2.138169e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6470 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20057 members Mstep: Class 7 contains 26680 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 6035 members Mstep: Class 10 contains 4429 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9124 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43202 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1963 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2201 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119129 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 470 members Mstep: Class 25 contains 5719 members Mstep: Class 26 contains 3804 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381712.000000 Penalty: 15299.242188 Iteration 108Q: 27 clusters Score -2.138171e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 6471 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20063 members Mstep: Class 7 contains 26681 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 6037 members Mstep: Class 10 contains 4431 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9113 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43201 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2201 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119134 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 470 members Mstep: Class 25 contains 5713 members Mstep: Class 26 contains 3808 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381706.000000 Penalty: 15299.242188 Iteration 109Q: 27 clusters Score -2.138171e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 6471 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20075 members Mstep: Class 7 contains 26681 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9098 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43201 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2201 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119139 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 470 members Mstep: Class 25 contains 5713 members Mstep: Class 26 contains 3810 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381692.000000 Penalty: 15299.242188 Iteration 110Q: 27 clusters Score -2.138169e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 6473 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20087 members Mstep: Class 7 contains 26681 members Mstep: Class 8 contains 3082 members Mstep: Class 9 contains 6037 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9078 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43200 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 1963 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2202 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119150 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 470 members Mstep: Class 25 contains 5709 members Mstep: Class 26 contains 3811 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381698.000000 Penalty: 15299.242188 Iteration 111Q: 27 clusters Score -2.13817e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6475 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20103 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3076 members Mstep: Class 9 contains 6036 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9060 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43199 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1965 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2203 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119155 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 469 members Mstep: Class 25 contains 5708 members Mstep: Class 26 contains 3812 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381734.000000 Penalty: 15299.242188 Iteration 112Q: 27 clusters Score -2.138173e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 6476 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66634 members Mstep: Class 6 contains 20116 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3073 members Mstep: Class 9 contains 6036 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9042 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43199 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1968 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119163 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 468 members Mstep: Class 25 contains 5704 members Mstep: Class 26 contains 3813 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381730.000000 Penalty: 15299.242188 Iteration 113Q: 27 clusters Score -2.138173e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 6475 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20131 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3072 members Mstep: Class 9 contains 6034 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9023 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43199 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1970 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119170 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 466 members Mstep: Class 25 contains 5701 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381728.000000 Penalty: 15299.242188 Iteration 114Q: 27 clusters Score -2.138173e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 6476 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20139 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3071 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 9011 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43200 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1973 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119176 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381726.000000 Penalty: 15299.242188 Iteration 115Q: 27 clusters Score -2.138173e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6476 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66635 members Mstep: Class 6 contains 20148 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3071 members Mstep: Class 9 contains 6029 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8996 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43199 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1976 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119181 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381726.000000 Penalty: 15299.242188 Iteration 116Q: 27 clusters Score -2.138173e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6478 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20156 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3063 members Mstep: Class 9 contains 6029 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8988 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43198 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1976 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119186 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381750.000000 Penalty: 15299.242188 Iteration 117Q: 27 clusters Score -2.138175e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20168 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3060 members Mstep: Class 9 contains 6030 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8967 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43197 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1976 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119197 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8784 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381730.000000 Penalty: 15299.242188 Iteration 118Q: 27 clusters Score -2.138173e+07 nChanged 36 Entering ConstructFrom: Score: -21381730.000000 Penalty: 15299.242188 Entering ConstructFrom: Trying to split cluster 1 (1436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Entering Unmasked Estep Score: -59408.398438 Penalty: 330.767548 Iteration 0F: 2 clusters Score -59408.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -58349.949219 Penalty: 661.535095 Iteration 0F: 3 clusters Score -58349.95 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -58771.746094 Penalty: 661.535095 Iteration 1F: 3 clusters Score -58771.75 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -58975.433594 Penalty: 661.535095 Iteration 2F: 3 clusters Score -58975.43 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -59124.492188 Penalty: 661.535095 Iteration 3F: 3 clusters Score -59124.49 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -59235.726562 Penalty: 661.535095 Iteration 4F: 3 clusters Score -59235.73 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -59317.964844 Penalty: 661.535095 Iteration 5Q: 3 clusters Score -59317.96 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -59386.636719 Penalty: 661.535095 Iteration 6Q: 3 clusters Score -59386.64 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -59431.687500 Penalty: 661.535095 Iteration 7Q: 3 clusters Score -59431.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -59449.781250 Penalty: 661.535095 Iteration 8Q: 3 clusters Score -59449.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -59457.238281 Penalty: 661.535095 Iteration 9Q: 3 clusters Score -59457.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -59462.023438 Penalty: 661.535095 Iteration 10Q: 3 clusters Score -59462.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -59464.417969 Penalty: 661.535095 Iteration 11Q: 3 clusters Score -59464.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -59467.429688 Penalty: 661.535095 Iteration 12Q: 3 clusters Score -59467.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -59472.261719 Penalty: 661.535095 Iteration 13Q: 3 clusters Score -59472.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -59475.261719 Penalty: 661.535095 Iteration 14Q: 3 clusters Score -59475.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -59475.847656 Penalty: 661.535095 Iteration 15Q: 3 clusters Score -59475.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -59475.847656 Penalty: 661.535095 Iteration 16F: 3 clusters Score -59475.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20181 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3058 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8944 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43195 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 669 members Mstep: Class 21 contains 119208 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381524.000000 Penalty: 15887.674805 Splitting cluster 1 changes total score from -21381730.000000 to -21381524.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (6479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Entering Unmasked Estep Score: -340495.718750 Penalty: 399.322632 Iteration 0F: 2 clusters Score -340495.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -336167.625000 Penalty: 798.645264 Iteration 0F: 3 clusters Score -336167.6 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -338218.656250 Penalty: 798.645264 Iteration 1F: 3 clusters Score -338218.7 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -338789.750000 Penalty: 798.645264 Iteration 2F: 3 clusters Score -338789.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -339309.343750 Penalty: 798.645264 Iteration 3F: 3 clusters Score -339309.3 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -339738.937500 Penalty: 798.645264 Iteration 4F: 3 clusters Score -339738.9 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -340003.656250 Penalty: 798.645264 Iteration 5F: 3 clusters Score -340003.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -340157.718750 Penalty: 798.645264 Iteration 6Q: 3 clusters Score -340157.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -340229.593750 Penalty: 798.645264 Iteration 7Q: 3 clusters Score -340229.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -340255.406250 Penalty: 798.645264 Iteration 8Q: 3 clusters Score -340255.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -340262.687500 Penalty: 798.645264 Iteration 9Q: 3 clusters Score -340262.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -340265.937500 Penalty: 798.645264 Iteration 10Q: 3 clusters Score -340265.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -340266.375000 Penalty: 798.645264 Iteration 11Q: 3 clusters Score -340266.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -340268.125000 Penalty: 798.645264 Iteration 12Q: 3 clusters Score -340268.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -340267.968750 Penalty: 798.645264 Iteration 13Q: 3 clusters Score -340268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -340267.687500 Penalty: 798.645264 Iteration 14Q: 3 clusters Score -340267.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -340268.437500 Penalty: 798.645264 Iteration 15Q: 3 clusters Score -340268.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -340268.281250 Penalty: 798.645264 Iteration 16Q: 3 clusters Score -340268.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -340268.281250 Penalty: 798.645264 Iteration 17F: 3 clusters Score -340268.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -13651.411133 Penalty: 274.614410 Iteration 0F: 2 clusters Score -13651.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13270.076172 Penalty: 549.228821 Iteration 0F: 3 clusters Score -13270.08 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -13452.697266 Penalty: 549.228821 Iteration 1F: 3 clusters Score -13452.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13490.526367 Penalty: 549.228821 Iteration 2F: 3 clusters Score -13490.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13510.152344 Penalty: 549.228821 Iteration 3Q: 3 clusters Score -13510.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -13525.280273 Penalty: 549.228821 Iteration 4Q: 3 clusters Score -13525.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -13541.244141 Penalty: 549.228821 Iteration 5Q: 3 clusters Score -13541.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13564.647461 Penalty: 549.228821 Iteration 6Q: 3 clusters Score -13564.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13579.486328 Penalty: 549.228821 Iteration 7Q: 3 clusters Score -13579.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13586.555664 Penalty: 549.228821 Iteration 8Q: 3 clusters Score -13586.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13587.453125 Penalty: 549.228821 Iteration 9Q: 3 clusters Score -13587.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -13588.076172 Penalty: 549.228821 Iteration 10Q: 3 clusters Score -13588.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13592.135742 Penalty: 549.228821 Iteration 11Q: 3 clusters Score -13592.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -13603.144531 Penalty: 549.228821 Iteration 12Q: 3 clusters Score -13603.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13605.153320 Penalty: 549.228821 Iteration 13Q: 3 clusters Score -13605.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13605.959961 Penalty: 549.228821 Iteration 14Q: 3 clusters Score -13605.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13605.959961 Penalty: 549.228821 Iteration 15F: 3 clusters Score -13605.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 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 895 members Entering Unmasked Estep Score: -108646.742188 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108646.7 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -109120.593750 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109120.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -109249.234375 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109249.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -109375.679688 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109375.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -109482.648438 Penalty: 686.966553 Iteration 4F: 3 clusters Score -109482.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -109577.703125 Penalty: 686.966553 Iteration 5F: 3 clusters Score -109577.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -109639.820312 Penalty: 686.966553 Iteration 6Q: 3 clusters Score -109639.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -109693.000000 Penalty: 686.966553 Iteration 7Q: 3 clusters Score -109693 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -109721.007812 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109721 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -109730.773438 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109730.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -109736.210938 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109736.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -109740.789062 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109740.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -109744.484375 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109744.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -109746.460938 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109746.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -109747.648438 Penalty: 686.966553 Iteration 14Q: 3 clusters Score -109747.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -109748.781250 Penalty: 686.966553 Iteration 15Q: 3 clusters Score -109748.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -109749.125000 Penalty: 686.966553 Iteration 16Q: 3 clusters Score -109749.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -109750.054688 Penalty: 686.966553 Iteration 17Q: 3 clusters Score -109750.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -109750.265625 Penalty: 686.966553 Iteration 18Q: 3 clusters Score -109750.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -109751.359375 Penalty: 686.966553 Iteration 19Q: 3 clusters Score -109751.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -109751.625000 Penalty: 686.966553 Iteration 20F: 3 clusters Score -109751.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66636 members Entering Unmasked Estep Score: -3642835.500000 Penalty: 505.368530 Iteration 0F: 2 clusters Score -3642836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33257 members Mstep: Class 2 contains 33379 members Entering Unmasked Estep Score: -3597980.750000 Penalty: 1010.737061 Iteration 0F: 3 clusters Score -3597981 nChanged 32512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33611 members Mstep: Class 2 contains 33025 members Entering Unmasked Estep Score: -3619597.500000 Penalty: 1010.737061 Iteration 1F: 3 clusters Score -3619598 nChanged 3820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34029 members Mstep: Class 2 contains 32607 members Entering Unmasked Estep Score: -3621542.500000 Penalty: 1010.737061 Iteration 2F: 3 clusters Score -3621542 nChanged 3904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34057 members Mstep: Class 2 contains 32579 members Entering Unmasked Estep Score: -3623776.500000 Penalty: 1010.737061 Iteration 3F: 3 clusters Score -3623776 nChanged 3936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33541 members Mstep: Class 2 contains 33095 members Entering Unmasked Estep Score: -3626412.250000 Penalty: 1010.737061 Iteration 4F: 3 clusters Score -3626412 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32507 members Mstep: Class 2 contains 34129 members Entering Unmasked Estep Score: -3629437.000000 Penalty: 1010.737061 Iteration 5F: 3 clusters Score -3629437 nChanged 4019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31140 members Mstep: Class 2 contains 35496 members Entering Unmasked Estep Score: -3631994.750000 Penalty: 1010.737061 Iteration 6F: 3 clusters Score -3631995 nChanged 3256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29910 members Mstep: Class 2 contains 36726 members Entering Unmasked Estep Score: -3633529.500000 Penalty: 1010.737061 Iteration 7Q: 3 clusters Score -3633530 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 37762 members Entering Unmasked Estep Score: -3634231.250000 Penalty: 1010.737061 Iteration 8Q: 3 clusters Score -3634231 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27967 members Mstep: Class 2 contains 38669 members Entering Unmasked Estep Score: -3634662.750000 Penalty: 1010.737061 Iteration 9Q: 3 clusters Score -3634663 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27126 members Mstep: Class 2 contains 39510 members Entering Unmasked Estep Score: -3634960.250000 Penalty: 1010.737061 Iteration 10Q: 3 clusters Score -3634960 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26299 members Mstep: Class 2 contains 40337 members Entering Unmasked Estep Score: -3635209.750000 Penalty: 1010.737061 Iteration 11Q: 3 clusters Score -3635210 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25481 members Mstep: Class 2 contains 41155 members Entering Unmasked Estep Score: -3635431.750000 Penalty: 1010.737061 Iteration 12Q: 3 clusters Score -3635432 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24734 members Mstep: Class 2 contains 41902 members Entering Unmasked Estep Score: -3635593.750000 Penalty: 1010.737061 Iteration 13Q: 3 clusters Score -3635594 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23982 members Mstep: Class 2 contains 42654 members Entering Unmasked Estep Score: -3635778.500000 Penalty: 1010.737061 Iteration 14Q: 3 clusters Score -3635778 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23240 members Mstep: Class 2 contains 43396 members Entering Unmasked Estep Score: -3635944.000000 Penalty: 1010.737061 Iteration 15Q: 3 clusters Score -3635944 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22474 members Mstep: Class 2 contains 44162 members Entering Unmasked Estep Score: -3636107.500000 Penalty: 1010.737061 Iteration 16Q: 3 clusters Score -3636108 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 44922 members Entering Unmasked Estep Score: -3636287.250000 Penalty: 1010.737061 Iteration 17Q: 3 clusters Score -3636287 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20985 members Mstep: Class 2 contains 45651 members Entering Unmasked Estep Score: -3636426.000000 Penalty: 1010.737061 Iteration 18Q: 3 clusters Score -3636426 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20238 members Mstep: Class 2 contains 46398 members Entering Unmasked Estep Score: -3636599.750000 Penalty: 1010.737061 Iteration 19Q: 3 clusters Score -3636600 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19503 members Mstep: Class 2 contains 47133 members Entering Unmasked Estep Score: -3636747.000000 Penalty: 1010.737061 Iteration 20F: 3 clusters Score -3636747 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18804 members Mstep: Class 2 contains 47832 members Entering Unmasked Estep Score: -3636919.750000 Penalty: 1010.737061 Iteration 21Q: 3 clusters Score -3636920 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18136 members Mstep: Class 2 contains 48500 members Entering Unmasked Estep Score: -3637060.250000 Penalty: 1010.737061 Iteration 22Q: 3 clusters Score -3637060 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17412 members Mstep: Class 2 contains 49224 members Entering Unmasked Estep Score: -3637235.750000 Penalty: 1010.737061 Iteration 23Q: 3 clusters Score -3637236 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 49966 members Entering Unmasked Estep Score: -3637397.500000 Penalty: 1010.737061 Iteration 24Q: 3 clusters Score -3637398 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15896 members Mstep: Class 2 contains 50740 members Entering Unmasked Estep Score: -3637588.500000 Penalty: 1010.737061 Iteration 25Q: 3 clusters Score -3637588 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15164 members Mstep: Class 2 contains 51472 members Entering Unmasked Estep Score: -3637744.250000 Penalty: 1010.737061 Iteration 26Q: 3 clusters Score -3637744 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 52187 members Entering Unmasked Estep Score: -3637894.500000 Penalty: 1010.737061 Iteration 27Q: 3 clusters Score -3637894 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 52883 members Entering Unmasked Estep Score: -3638051.500000 Penalty: 1010.737061 Iteration 28Q: 3 clusters Score -3638052 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 53615 members Entering Unmasked Estep Score: -3638228.750000 Penalty: 1010.737061 Iteration 29Q: 3 clusters Score -3638229 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 54339 members Entering Unmasked Estep Score: -3638407.500000 Penalty: 1010.737061 Iteration 30Q: 3 clusters Score -3638408 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 55093 members Entering Unmasked Estep Score: -3638613.250000 Penalty: 1010.737061 Iteration 31Q: 3 clusters Score -3638613 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 55859 members Entering Unmasked Estep Score: -3638790.500000 Penalty: 1010.737061 Iteration 32Q: 3 clusters Score -3638790 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 56620 members Entering Unmasked Estep Score: -3638997.750000 Penalty: 1010.737061 Iteration 33Q: 3 clusters Score -3638998 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 57355 members Entering Unmasked Estep Score: -3639198.250000 Penalty: 1010.737061 Iteration 34Q: 3 clusters Score -3639198 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 58090 members Entering Unmasked Estep Score: -3639425.250000 Penalty: 1010.737061 Iteration 35Q: 3 clusters Score -3639425 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 58807 members Entering Unmasked Estep Score: -3639640.250000 Penalty: 1010.737061 Iteration 36Q: 3 clusters Score -3639640 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 59486 members Entering Unmasked Estep Score: -3639848.500000 Penalty: 1010.737061 Iteration 37Q: 3 clusters Score -3639848 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 60111 members Entering Unmasked Estep Score: -3640028.500000 Penalty: 1010.737061 Iteration 38Q: 3 clusters Score -3640028 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 60700 members Entering Unmasked Estep Score: -3640256.750000 Penalty: 1010.737061 Iteration 39Q: 3 clusters Score -3640257 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 61290 members Entering Unmasked Estep Score: -3640452.500000 Penalty: 1010.737061 Iteration 40F: 3 clusters Score -3640452 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 61865 members Entering Unmasked Estep Score: -3640655.750000 Penalty: 1010.737061 Iteration 41Q: 3 clusters Score -3640656 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 62405 members Entering Unmasked Estep Score: -3640849.500000 Penalty: 1010.737061 Iteration 42Q: 3 clusters Score -3640850 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 62909 members Entering Unmasked Estep Score: -3641022.250000 Penalty: 1010.737061 Iteration 43Q: 3 clusters Score -3641022 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 63374 members Entering Unmasked Estep Score: -3641200.750000 Penalty: 1010.737061 Iteration 44Q: 3 clusters Score -3641201 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 63812 members Entering Unmasked Estep Score: -3641367.250000 Penalty: 1010.737061 Iteration 45Q: 3 clusters Score -3641367 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 64250 members Entering Unmasked Estep Score: -3641525.000000 Penalty: 1010.737061 Iteration 46Q: 3 clusters Score -3641525 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 64632 members Entering Unmasked Estep Score: -3641697.000000 Penalty: 1010.737061 Iteration 47Q: 3 clusters Score -3641697 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 64964 members Entering Unmasked Estep Score: -3641831.000000 Penalty: 1010.737061 Iteration 48Q: 3 clusters Score -3641831 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 65228 members Entering Unmasked Estep Score: -3641957.000000 Penalty: 1010.737061 Iteration 49Q: 3 clusters Score -3641957 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 65448 members Entering Unmasked Estep Score: -3642041.000000 Penalty: 1010.737061 Iteration 50Q: 3 clusters Score -3642041 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 65643 members Entering Unmasked Estep Score: -3642138.750000 Penalty: 1010.737061 Iteration 51Q: 3 clusters Score -3642139 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 65793 members Entering Unmasked Estep Score: -3642214.750000 Penalty: 1010.737061 Iteration 52Q: 3 clusters Score -3642215 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 65909 members Entering Unmasked Estep Score: -3642259.500000 Penalty: 1010.737061 Iteration 53Q: 3 clusters Score -3642260 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 65987 members Entering Unmasked Estep Score: -3642283.000000 Penalty: 1010.737061 Iteration 54Q: 3 clusters Score -3642283 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 66051 members Entering Unmasked Estep Score: -3642320.500000 Penalty: 1010.737061 Iteration 55Q: 3 clusters Score -3642320 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 66097 members Entering Unmasked Estep Score: -3642333.250000 Penalty: 1010.737061 Iteration 56Q: 3 clusters Score -3642333 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 66144 members Entering Unmasked Estep Score: -3642355.250000 Penalty: 1010.737061 Iteration 57Q: 3 clusters Score -3642355 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 66179 members Entering Unmasked Estep Score: -3642357.500000 Penalty: 1010.737061 Iteration 58Q: 3 clusters Score -3642358 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 66209 members Entering Unmasked Estep Score: -3642366.000000 Penalty: 1010.737061 Iteration 59Q: 3 clusters Score -3642366 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 66234 members Entering Unmasked Estep Score: -3642372.750000 Penalty: 1010.737061 Iteration 60F: 3 clusters Score -3642373 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 66258 members Entering Unmasked Estep Score: -3642377.250000 Penalty: 1010.737061 Iteration 61Q: 3 clusters Score -3642377 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 66282 members Entering Unmasked Estep Score: -3642391.750000 Penalty: 1010.737061 Iteration 62Q: 3 clusters Score -3642392 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 66298 members Entering Unmasked Estep Score: -3642405.750000 Penalty: 1010.737061 Iteration 63Q: 3 clusters Score -3642406 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 66314 members Entering Unmasked Estep Score: -3642418.750000 Penalty: 1010.737061 Iteration 64Q: 3 clusters Score -3642419 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 66325 members Entering Unmasked Estep Score: -3642426.500000 Penalty: 1010.737061 Iteration 65Q: 3 clusters Score -3642426 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 66332 members Entering Unmasked Estep Score: -3642429.500000 Penalty: 1010.737061 Iteration 66Q: 3 clusters Score -3642430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 66341 members Entering Unmasked Estep Score: -3642434.250000 Penalty: 1010.737061 Iteration 67Q: 3 clusters Score -3642434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 66347 members Entering Unmasked Estep Score: -3642434.500000 Penalty: 1010.737061 Iteration 68Q: 3 clusters Score -3642434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 66351 members Entering Unmasked Estep Score: -3642435.750000 Penalty: 1010.737061 Iteration 69Q: 3 clusters Score -3642436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 66352 members Entering Unmasked Estep Score: -3642438.000000 Penalty: 1010.737061 Iteration 70Q: 3 clusters Score -3642438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 66353 members Entering Unmasked Estep Score: -3642440.000000 Penalty: 1010.737061 Iteration 71Q: 3 clusters Score -3642440 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 66362 members Entering Unmasked Estep Score: -3642439.000000 Penalty: 1010.737061 Iteration 72Q: 3 clusters Score -3642439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 66367 members Entering Unmasked Estep Score: -3642441.500000 Penalty: 1010.737061 Iteration 73Q: 3 clusters Score -3642442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 66367 members Entering Unmasked Estep Score: -3642442.500000 Penalty: 1010.737061 Iteration 74Q: 3 clusters Score -3642442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 66367 members Entering Unmasked Estep Score: -3642442.000000 Penalty: 1010.737061 Iteration 75Q: 3 clusters Score -3642442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 66367 members Entering Unmasked Estep Score: -3642443.000000 Penalty: 1010.737061 Iteration 76Q: 3 clusters Score -3642443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 66368 members Entering Unmasked Estep Score: -3642443.750000 Penalty: 1010.737061 Iteration 77Q: 3 clusters Score -3642444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 66368 members Entering Unmasked Estep Score: -3642438.750000 Penalty: 1010.737061 Iteration 78Q: 3 clusters Score -3642439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66370 members Entering Unmasked Estep Score: -3642442.500000 Penalty: 1010.737061 Iteration 79Q: 3 clusters Score -3642442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 66371 members Entering Unmasked Estep Score: -3642442.000000 Penalty: 1010.737061 Iteration 80F: 3 clusters Score -3642442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 66371 members Entering Unmasked Estep Score: -3642442.500000 Penalty: 1010.737061 Iteration 81Q: 3 clusters Score -3642442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 66370 members Entering Unmasked Estep Score: -3642443.500000 Penalty: 1010.737061 Iteration 82Q: 3 clusters Score -3642444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 66369 members Entering Unmasked Estep Score: -3642444.500000 Penalty: 1010.737061 Iteration 83Q: 3 clusters Score -3642444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 66369 members Entering Unmasked Estep Score: -3642444.500000 Penalty: 1010.737061 Iteration 84F: 3 clusters Score -3642444 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (20181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20181 members Entering Unmasked Estep Score: -1046289.437500 Penalty: 451.018585 Iteration 0F: 2 clusters Score -1046289 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1032799.187500 Penalty: 902.037170 Iteration 0F: 3 clusters Score -1032799 nChanged 9675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -1038962.812500 Penalty: 902.037170 Iteration 1F: 3 clusters Score -1038963 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -1039470.125000 Penalty: 902.037170 Iteration 2F: 3 clusters Score -1039470 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1039971.312500 Penalty: 902.037170 Iteration 3F: 3 clusters Score -1039971 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -1040464.187500 Penalty: 902.037170 Iteration 4F: 3 clusters Score -1040464 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 14085 members Entering Unmasked Estep Score: -1041012.437500 Penalty: 902.037170 Iteration 5F: 3 clusters Score -1041012 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -1041665.000000 Penalty: 902.037170 Iteration 6F: 3 clusters Score -1041665 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 16270 members Entering Unmasked Estep Score: -1042528.687500 Penalty: 902.037170 Iteration 7F: 3 clusters Score -1042529 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 17442 members Entering Unmasked Estep Score: -1043497.875000 Penalty: 902.037170 Iteration 8F: 3 clusters Score -1043498 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 18523 members Entering Unmasked Estep Score: -1044460.375000 Penalty: 902.037170 Iteration 9F: 3 clusters Score -1044460 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 19309 members Entering Unmasked Estep Score: -1045174.375000 Penalty: 902.037170 Iteration 10Q: 3 clusters Score -1045174 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 19760 members Entering Unmasked Estep Score: -1045565.875000 Penalty: 902.037170 Iteration 11Q: 3 clusters Score -1045566 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 19968 members Entering Unmasked Estep Score: -1045740.500000 Penalty: 902.037170 Iteration 12Q: 3 clusters Score -1045740 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 20051 members Entering Unmasked Estep Score: -1045820.750000 Penalty: 902.037170 Iteration 13Q: 3 clusters Score -1045821 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 20087 members Entering Unmasked Estep Score: -1045863.500000 Penalty: 902.037170 Iteration 14Q: 3 clusters Score -1045864 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 20097 members Entering Unmasked Estep Score: -1045885.375000 Penalty: 902.037170 Iteration 15Q: 3 clusters Score -1045885 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 20107 members Entering Unmasked Estep Score: -1045898.437500 Penalty: 902.037170 Iteration 16Q: 3 clusters Score -1045898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 20109 members Entering Unmasked Estep Score: -1045907.062500 Penalty: 902.037170 Iteration 17Q: 3 clusters Score -1045907 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 20113 members Entering Unmasked Estep Score: -1045910.750000 Penalty: 902.037170 Iteration 18Q: 3 clusters Score -1045911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -1045914.250000 Penalty: 902.037170 Iteration 19Q: 3 clusters Score -1045914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 20112 members Entering Unmasked Estep Score: -1045915.000000 Penalty: 902.037170 Iteration 20F: 3 clusters Score -1045915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 20113 members Entering Unmasked Estep Score: -1045917.562500 Penalty: 902.037170 Iteration 21Q: 3 clusters Score -1045918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 20112 members Entering Unmasked Estep Score: -1045917.625000 Penalty: 902.037170 Iteration 22Q: 3 clusters Score -1045918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 20112 members Entering Unmasked Estep Score: -1045917.625000 Penalty: 902.037170 Iteration 23F: 3 clusters Score -1045918 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26684 members Entering Unmasked Estep Score: -1493912.500000 Penalty: 463.727783 Iteration 0F: 2 clusters Score -1493912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -1476268.875000 Penalty: 927.455566 Iteration 0F: 3 clusters Score -1476269 nChanged 12732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -1485016.250000 Penalty: 927.455566 Iteration 1F: 3 clusters Score -1485016 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1486555.375000 Penalty: 927.455566 Iteration 2F: 3 clusters Score -1486555 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14992 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -1488174.875000 Penalty: 927.455566 Iteration 3F: 3 clusters Score -1488175 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15498 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -1489375.625000 Penalty: 927.455566 Iteration 4F: 3 clusters Score -1489376 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15923 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -1490152.500000 Penalty: 927.455566 Iteration 5F: 3 clusters Score -1490152 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -1490548.000000 Penalty: 927.455566 Iteration 6Q: 3 clusters Score -1490548 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -1490806.875000 Penalty: 927.455566 Iteration 7Q: 3 clusters Score -1490807 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -1491021.625000 Penalty: 927.455566 Iteration 8Q: 3 clusters Score -1491022 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -1491211.750000 Penalty: 927.455566 Iteration 9Q: 3 clusters Score -1491212 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18094 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1491368.750000 Penalty: 927.455566 Iteration 10Q: 3 clusters Score -1491369 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18566 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -1491525.375000 Penalty: 927.455566 Iteration 11Q: 3 clusters Score -1491525 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19030 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1491684.500000 Penalty: 927.455566 Iteration 12Q: 3 clusters Score -1491684 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19506 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -1491837.875000 Penalty: 927.455566 Iteration 13Q: 3 clusters Score -1491838 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1491976.000000 Penalty: 927.455566 Iteration 14Q: 3 clusters Score -1491976 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20382 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1492095.375000 Penalty: 927.455566 Iteration 15Q: 3 clusters Score -1492095 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20797 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1492232.250000 Penalty: 927.455566 Iteration 16Q: 3 clusters Score -1492232 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21221 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1492382.125000 Penalty: 927.455566 Iteration 17Q: 3 clusters Score -1492382 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21652 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1492540.750000 Penalty: 927.455566 Iteration 18Q: 3 clusters Score -1492541 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22068 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1492702.125000 Penalty: 927.455566 Iteration 19Q: 3 clusters Score -1492702 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22472 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1492847.750000 Penalty: 927.455566 Iteration 20F: 3 clusters Score -1492848 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1492987.250000 Penalty: 927.455566 Iteration 21Q: 3 clusters Score -1492987 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23163 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -1493111.250000 Penalty: 927.455566 Iteration 22Q: 3 clusters Score -1493111 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23462 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1493212.000000 Penalty: 927.455566 Iteration 23Q: 3 clusters Score -1493212 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23735 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1493311.250000 Penalty: 927.455566 Iteration 24Q: 3 clusters Score -1493311 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23967 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1493390.875000 Penalty: 927.455566 Iteration 25Q: 3 clusters Score -1493391 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24211 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1493480.750000 Penalty: 927.455566 Iteration 26Q: 3 clusters Score -1493481 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24420 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1493545.250000 Penalty: 927.455566 Iteration 27Q: 3 clusters Score -1493545 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1493590.750000 Penalty: 927.455566 Iteration 28Q: 3 clusters Score -1493591 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24717 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1493630.000000 Penalty: 927.455566 Iteration 29Q: 3 clusters Score -1493630 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24826 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1493657.250000 Penalty: 927.455566 Iteration 30Q: 3 clusters Score -1493657 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24911 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1493680.875000 Penalty: 927.455566 Iteration 31Q: 3 clusters Score -1493681 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24982 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1493700.875000 Penalty: 927.455566 Iteration 32Q: 3 clusters Score -1493701 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25055 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1493715.000000 Penalty: 927.455566 Iteration 33Q: 3 clusters Score -1493715 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25120 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1493729.625000 Penalty: 927.455566 Iteration 34Q: 3 clusters Score -1493730 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25180 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1493743.500000 Penalty: 927.455566 Iteration 35Q: 3 clusters Score -1493744 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1493757.375000 Penalty: 927.455566 Iteration 36Q: 3 clusters Score -1493757 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25280 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1493771.625000 Penalty: 927.455566 Iteration 37Q: 3 clusters Score -1493772 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25324 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1493778.750000 Penalty: 927.455566 Iteration 38Q: 3 clusters Score -1493779 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25364 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1493787.625000 Penalty: 927.455566 Iteration 39Q: 3 clusters Score -1493788 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25402 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1493793.500000 Penalty: 927.455566 Iteration 40F: 3 clusters Score -1493794 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25425 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1493801.375000 Penalty: 927.455566 Iteration 41Q: 3 clusters Score -1493801 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1493805.875000 Penalty: 927.455566 Iteration 42Q: 3 clusters Score -1493806 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25469 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1493811.000000 Penalty: 927.455566 Iteration 43Q: 3 clusters Score -1493811 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25492 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1493818.250000 Penalty: 927.455566 Iteration 44Q: 3 clusters Score -1493818 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25510 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1493824.125000 Penalty: 927.455566 Iteration 45Q: 3 clusters Score -1493824 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25529 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1493823.750000 Penalty: 927.455566 Iteration 46Q: 3 clusters Score -1493824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1493829.375000 Penalty: 927.455566 Iteration 47Q: 3 clusters Score -1493829 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25551 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1493829.250000 Penalty: 927.455566 Iteration 48Q: 3 clusters Score -1493829 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25561 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1493830.625000 Penalty: 927.455566 Iteration 49Q: 3 clusters Score -1493831 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1493830.125000 Penalty: 927.455566 Iteration 50Q: 3 clusters Score -1493830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25568 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1493831.000000 Penalty: 927.455566 Iteration 51Q: 3 clusters Score -1493831 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25568 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1493831.000000 Penalty: 927.455566 Iteration 52F: 3 clusters Score -1493831 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Entering Unmasked Estep Score: -142367.375000 Penalty: 365.161011 Iteration 0F: 2 clusters Score -142367.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -140247.312500 Penalty: 730.322021 Iteration 0F: 3 clusters Score -140247.3 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -141060.406250 Penalty: 730.322021 Iteration 1F: 3 clusters Score -141060.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -141202.687500 Penalty: 730.322021 Iteration 2F: 3 clusters Score -141202.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -141292.343750 Penalty: 730.322021 Iteration 3F: 3 clusters Score -141292.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -141363.687500 Penalty: 730.322021 Iteration 4Q: 3 clusters Score -141363.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -141420.359375 Penalty: 730.322021 Iteration 5Q: 3 clusters Score -141420.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -141485.921875 Penalty: 730.322021 Iteration 6Q: 3 clusters Score -141485.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -141559.296875 Penalty: 730.322021 Iteration 7Q: 3 clusters Score -141559.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -141631.921875 Penalty: 730.322021 Iteration 8Q: 3 clusters Score -141631.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -141701.609375 Penalty: 730.322021 Iteration 9Q: 3 clusters Score -141701.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -141765.531250 Penalty: 730.322021 Iteration 10Q: 3 clusters Score -141765.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -141817.453125 Penalty: 730.322021 Iteration 11Q: 3 clusters Score -141817.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -141869.187500 Penalty: 730.322021 Iteration 12Q: 3 clusters Score -141869.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -141906.140625 Penalty: 730.322021 Iteration 13Q: 3 clusters Score -141906.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -141946.437500 Penalty: 730.322021 Iteration 14Q: 3 clusters Score -141946.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -141985.781250 Penalty: 730.322021 Iteration 15Q: 3 clusters Score -141985.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -142005.109375 Penalty: 730.322021 Iteration 16Q: 3 clusters Score -142005.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -142023.984375 Penalty: 730.322021 Iteration 17Q: 3 clusters Score -142024 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -142042.500000 Penalty: 730.322021 Iteration 18Q: 3 clusters Score -142042.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -142054.437500 Penalty: 730.322021 Iteration 19Q: 3 clusters Score -142054.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -142069.250000 Penalty: 730.322021 Iteration 20F: 3 clusters Score -142069.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -142092.453125 Penalty: 730.322021 Iteration 21Q: 3 clusters Score -142092.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -142101.859375 Penalty: 730.322021 Iteration 22Q: 3 clusters Score -142101.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -142107.078125 Penalty: 730.322021 Iteration 23Q: 3 clusters Score -142107.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -142112.234375 Penalty: 730.322021 Iteration 24Q: 3 clusters Score -142112.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -142114.031250 Penalty: 730.322021 Iteration 25Q: 3 clusters Score -142114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -142115.703125 Penalty: 730.322021 Iteration 26Q: 3 clusters Score -142115.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -142117.875000 Penalty: 730.322021 Iteration 27Q: 3 clusters Score -142117.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -142118.562500 Penalty: 730.322021 Iteration 28Q: 3 clusters Score -142118.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -142118.593750 Penalty: 730.322021 Iteration 29Q: 3 clusters Score -142118.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -142118.593750 Penalty: 730.322021 Iteration 30F: 3 clusters Score -142118.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Entering Unmasked Estep Score: -301880.437500 Penalty: 396.062408 Iteration 0F: 2 clusters Score -301880.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -297872.406250 Penalty: 792.124817 Iteration 0F: 3 clusters Score -297872.4 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -299456.718750 Penalty: 792.124817 Iteration 1F: 3 clusters Score -299456.7 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -299654.875000 Penalty: 792.124817 Iteration 2F: 3 clusters Score -299654.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -299831.531250 Penalty: 792.124817 Iteration 3F: 3 clusters Score -299831.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -300059.406250 Penalty: 792.124817 Iteration 4F: 3 clusters Score -300059.4 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -300330.531250 Penalty: 792.124817 Iteration 5F: 3 clusters Score -300330.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -300556.156250 Penalty: 792.124817 Iteration 6F: 3 clusters Score -300556.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -300710.437500 Penalty: 792.124817 Iteration 7Q: 3 clusters Score -300710.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -300799.812500 Penalty: 792.124817 Iteration 8Q: 3 clusters Score -300799.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -300854.562500 Penalty: 792.124817 Iteration 9Q: 3 clusters Score -300854.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -300900.968750 Penalty: 792.124817 Iteration 10Q: 3 clusters Score -300901 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -300945.906250 Penalty: 792.124817 Iteration 11Q: 3 clusters Score -300945.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -300988.718750 Penalty: 792.124817 Iteration 12Q: 3 clusters Score -300988.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -301031.656250 Penalty: 792.124817 Iteration 13Q: 3 clusters Score -301031.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -301069.062500 Penalty: 792.124817 Iteration 14Q: 3 clusters Score -301069.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -301100.781250 Penalty: 792.124817 Iteration 15Q: 3 clusters Score -301100.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -301132.906250 Penalty: 792.124817 Iteration 16Q: 3 clusters Score -301132.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -301156.625000 Penalty: 792.124817 Iteration 17Q: 3 clusters Score -301156.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -301180.437500 Penalty: 792.124817 Iteration 18Q: 3 clusters Score -301180.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -301201.906250 Penalty: 792.124817 Iteration 19Q: 3 clusters Score -301201.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -301218.656250 Penalty: 792.124817 Iteration 20F: 3 clusters Score -301218.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -301246.500000 Penalty: 792.124817 Iteration 21Q: 3 clusters Score -301246.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -301281.875000 Penalty: 792.124817 Iteration 22Q: 3 clusters Score -301281.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -301311.843750 Penalty: 792.124817 Iteration 23Q: 3 clusters Score -301311.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -301334.781250 Penalty: 792.124817 Iteration 24Q: 3 clusters Score -301334.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -301345.781250 Penalty: 792.124817 Iteration 25Q: 3 clusters Score -301345.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -301361.687500 Penalty: 792.124817 Iteration 26Q: 3 clusters Score -301361.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -301379.187500 Penalty: 792.124817 Iteration 27Q: 3 clusters Score -301379.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -301397.406250 Penalty: 792.124817 Iteration 28Q: 3 clusters Score -301397.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -301412.656250 Penalty: 792.124817 Iteration 29Q: 3 clusters Score -301412.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -301427.875000 Penalty: 792.124817 Iteration 30Q: 3 clusters Score -301427.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -301440.125000 Penalty: 792.124817 Iteration 31Q: 3 clusters Score -301440.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -301447.500000 Penalty: 792.124817 Iteration 32Q: 3 clusters Score -301447.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -301451.625000 Penalty: 792.124817 Iteration 33Q: 3 clusters Score -301451.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -301458.281250 Penalty: 792.124817 Iteration 34Q: 3 clusters Score -301458.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -301464.031250 Penalty: 792.124817 Iteration 35Q: 3 clusters Score -301464 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -301469.375000 Penalty: 792.124817 Iteration 36Q: 3 clusters Score -301469.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -301478.437500 Penalty: 792.124817 Iteration 37Q: 3 clusters Score -301478.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -301485.406250 Penalty: 792.124817 Iteration 38Q: 3 clusters Score -301485.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -301492.250000 Penalty: 792.124817 Iteration 39Q: 3 clusters Score -301492.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -301497.531250 Penalty: 792.124817 Iteration 40F: 3 clusters Score -301497.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -301502.156250 Penalty: 792.124817 Iteration 41Q: 3 clusters Score -301502.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -301506.250000 Penalty: 792.124817 Iteration 42Q: 3 clusters Score -301506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -301508.687500 Penalty: 792.124817 Iteration 43Q: 3 clusters Score -301508.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -301511.468750 Penalty: 792.124817 Iteration 44Q: 3 clusters Score -301511.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -301514.093750 Penalty: 792.124817 Iteration 45Q: 3 clusters Score -301514.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -301519.343750 Penalty: 792.124817 Iteration 46Q: 3 clusters Score -301519.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -301522.562500 Penalty: 792.124817 Iteration 47Q: 3 clusters Score -301522.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -301526.406250 Penalty: 792.124817 Iteration 48Q: 3 clusters Score -301526.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -301532.125000 Penalty: 792.124817 Iteration 49Q: 3 clusters Score -301532.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -301534.375000 Penalty: 792.124817 Iteration 50Q: 3 clusters Score -301534.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -301537.000000 Penalty: 792.124817 Iteration 51Q: 3 clusters Score -301537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -301537.187500 Penalty: 792.124817 Iteration 52Q: 3 clusters Score -301537.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -301537.187500 Penalty: 792.124817 Iteration 53F: 3 clusters Score -301537.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Entering Unmasked Estep Score: -250163.750000 Penalty: 382.066132 Iteration 0F: 2 clusters Score -250163.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -247184.546875 Penalty: 764.132263 Iteration 0F: 3 clusters Score -247184.5 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -248303.562500 Penalty: 764.132263 Iteration 1F: 3 clusters Score -248303.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -248538.843750 Penalty: 764.132263 Iteration 2F: 3 clusters Score -248538.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -248840.437500 Penalty: 764.132263 Iteration 3F: 3 clusters Score -248840.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -249188.781250 Penalty: 764.132263 Iteration 4F: 3 clusters Score -249188.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -249472.140625 Penalty: 764.132263 Iteration 5F: 3 clusters Score -249472.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -249634.546875 Penalty: 764.132263 Iteration 6F: 3 clusters Score -249634.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -249730.671875 Penalty: 764.132263 Iteration 7Q: 3 clusters Score -249730.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -249785.703125 Penalty: 764.132263 Iteration 8Q: 3 clusters Score -249785.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -249817.796875 Penalty: 764.132263 Iteration 9Q: 3 clusters Score -249817.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -249843.953125 Penalty: 764.132263 Iteration 10Q: 3 clusters Score -249844 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -249868.078125 Penalty: 764.132263 Iteration 11Q: 3 clusters Score -249868.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -249886.796875 Penalty: 764.132263 Iteration 12Q: 3 clusters Score -249886.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -249898.703125 Penalty: 764.132263 Iteration 13Q: 3 clusters Score -249898.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -249911.234375 Penalty: 764.132263 Iteration 14Q: 3 clusters Score -249911.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -249920.281250 Penalty: 764.132263 Iteration 15Q: 3 clusters Score -249920.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -249931.625000 Penalty: 764.132263 Iteration 16Q: 3 clusters Score -249931.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -249948.468750 Penalty: 764.132263 Iteration 17Q: 3 clusters Score -249948.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -249964.031250 Penalty: 764.132263 Iteration 18Q: 3 clusters Score -249964 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -249982.968750 Penalty: 764.132263 Iteration 19Q: 3 clusters Score -249983 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -250000.031250 Penalty: 764.132263 Iteration 20F: 3 clusters Score -250000 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -250014.375000 Penalty: 764.132263 Iteration 21Q: 3 clusters Score -250014.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -250028.578125 Penalty: 764.132263 Iteration 22Q: 3 clusters Score -250028.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -250042.546875 Penalty: 764.132263 Iteration 23Q: 3 clusters Score -250042.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -250056.546875 Penalty: 764.132263 Iteration 24Q: 3 clusters Score -250056.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -250071.906250 Penalty: 764.132263 Iteration 25Q: 3 clusters Score -250071.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -250086.453125 Penalty: 764.132263 Iteration 26Q: 3 clusters Score -250086.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -250101.765625 Penalty: 764.132263 Iteration 27Q: 3 clusters Score -250101.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -250113.875000 Penalty: 764.132263 Iteration 28Q: 3 clusters Score -250113.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -250122.734375 Penalty: 764.132263 Iteration 29Q: 3 clusters Score -250122.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -250126.031250 Penalty: 764.132263 Iteration 30Q: 3 clusters Score -250126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -250129.656250 Penalty: 764.132263 Iteration 31Q: 3 clusters Score -250129.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -250134.968750 Penalty: 764.132263 Iteration 32Q: 3 clusters Score -250135 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -250140.109375 Penalty: 764.132263 Iteration 33Q: 3 clusters Score -250140.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -250145.234375 Penalty: 764.132263 Iteration 34Q: 3 clusters Score -250145.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -250151.671875 Penalty: 764.132263 Iteration 35Q: 3 clusters Score -250151.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -250156.609375 Penalty: 764.132263 Iteration 36Q: 3 clusters Score -250156.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -250158.218750 Penalty: 764.132263 Iteration 37Q: 3 clusters Score -250158.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -250161.750000 Penalty: 764.132263 Iteration 38Q: 3 clusters Score -250161.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -250165.359375 Penalty: 764.132263 Iteration 39Q: 3 clusters Score -250165.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -250170.000000 Penalty: 764.132263 Iteration 40F: 3 clusters Score -250170 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -250176.718750 Penalty: 764.132263 Iteration 41Q: 3 clusters Score -250176.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -250180.046875 Penalty: 764.132263 Iteration 42Q: 3 clusters Score -250180 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -250180.437500 Penalty: 764.132263 Iteration 43Q: 3 clusters Score -250180.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -250180.828125 Penalty: 764.132263 Iteration 44Q: 3 clusters Score -250180.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -250181.375000 Penalty: 764.132263 Iteration 45Q: 3 clusters Score -250181.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -250182.015625 Penalty: 764.132263 Iteration 46Q: 3 clusters Score -250182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -250183.328125 Penalty: 764.132263 Iteration 47Q: 3 clusters Score -250183.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -250183.796875 Penalty: 764.132263 Iteration 48Q: 3 clusters Score -250183.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -250184.328125 Penalty: 764.132263 Iteration 49Q: 3 clusters Score -250184.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -250184.781250 Penalty: 764.132263 Iteration 50Q: 3 clusters Score -250184.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -250185.640625 Penalty: 764.132263 Iteration 51Q: 3 clusters Score -250185.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -250186.546875 Penalty: 764.132263 Iteration 52Q: 3 clusters Score -250186.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -250188.656250 Penalty: 764.132263 Iteration 53Q: 3 clusters Score -250188.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -250190.093750 Penalty: 764.132263 Iteration 54Q: 3 clusters Score -250190.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -250192.734375 Penalty: 764.132263 Iteration 55Q: 3 clusters Score -250192.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -250195.828125 Penalty: 764.132263 Iteration 56Q: 3 clusters Score -250195.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -250197.015625 Penalty: 764.132263 Iteration 57Q: 3 clusters Score -250197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -250197.437500 Penalty: 764.132263 Iteration 58Q: 3 clusters Score -250197.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -250197.453125 Penalty: 764.132263 Iteration 59Q: 3 clusters Score -250197.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -250198.203125 Penalty: 764.132263 Iteration 60F: 3 clusters Score -250198.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -250199.796875 Penalty: 764.132263 Iteration 61Q: 3 clusters Score -250199.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -250200.234375 Penalty: 764.132263 Iteration 62Q: 3 clusters Score -250200.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -250200.062500 Penalty: 764.132263 Iteration 63Q: 3 clusters Score -250200.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -250200.015625 Penalty: 764.132263 Iteration 64Q: 3 clusters Score -250200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -250199.890625 Penalty: 764.132263 Iteration 65Q: 3 clusters Score -250199.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -250199.890625 Penalty: 764.132263 Iteration 66F: 3 clusters Score -250199.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20181 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3058 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 3889 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8944 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43195 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 545 members Mstep: Class 21 contains 119208 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381536.000000 Penalty: 15887.674805 Splitting cluster 10 changes total score from -21381730.000000 to -21381536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -130756.906250 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130756.9 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -131609.562500 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131609.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -131851.750000 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131851.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -132017.000000 Penalty: 723.975586 Iteration 3F: 3 clusters Score -132017 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -132120.734375 Penalty: 723.975586 Iteration 4F: 3 clusters Score -132120.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -132179.765625 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -132179.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -132210.218750 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -132210.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -132221.984375 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -132222 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -132234.046875 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -132234 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -132243.625000 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -132243.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -132254.515625 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132254.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -132262.718750 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132262.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -132267.593750 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132267.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -132269.437500 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132269.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -132271.093750 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132271.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -132273.375000 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132273.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -132275.203125 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132275.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -132276.812500 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132276.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -132277.484375 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132277.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -132277.812500 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132277.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -132278.234375 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132278.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -132278.703125 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132278.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -132279.453125 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -132279.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -132279.875000 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -132279.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -132281.328125 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -132281.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -132282.265625 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -132282.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -132282.359375 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -132282.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -132282.562500 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -132282.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -132282.687500 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -132282.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -132283.125000 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -132283.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -132283.234375 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -132283.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -132283.234375 Penalty: 723.975586 Iteration 31F: 3 clusters Score -132283.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Entering Unmasked Estep Score: -483275.375000 Penalty: 413.992554 Iteration 0F: 2 clusters Score -483275.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -477235.468750 Penalty: 827.985107 Iteration 0F: 3 clusters Score -477235.5 nChanged 4176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -479829.781250 Penalty: 827.985107 Iteration 1F: 3 clusters Score -479829.8 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -480110.843750 Penalty: 827.985107 Iteration 2F: 3 clusters Score -480110.8 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -480382.562500 Penalty: 827.985107 Iteration 3F: 3 clusters Score -480382.6 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -480667.937500 Penalty: 827.985107 Iteration 4F: 3 clusters Score -480667.9 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -480952.875000 Penalty: 827.985107 Iteration 5F: 3 clusters Score -480952.9 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -481216.093750 Penalty: 827.985107 Iteration 6F: 3 clusters Score -481216.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -481464.000000 Penalty: 827.985107 Iteration 7Q: 3 clusters Score -481464 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -481721.500000 Penalty: 827.985107 Iteration 8Q: 3 clusters Score -481721.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -481922.218750 Penalty: 827.985107 Iteration 9Q: 3 clusters Score -481922.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -482038.125000 Penalty: 827.985107 Iteration 10Q: 3 clusters Score -482038.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -482093.031250 Penalty: 827.985107 Iteration 11Q: 3 clusters Score -482093 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -482127.000000 Penalty: 827.985107 Iteration 12Q: 3 clusters Score -482127 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -482142.812500 Penalty: 827.985107 Iteration 13Q: 3 clusters Score -482142.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -482156.218750 Penalty: 827.985107 Iteration 14Q: 3 clusters Score -482156.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -482172.343750 Penalty: 827.985107 Iteration 15Q: 3 clusters Score -482172.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -482187.500000 Penalty: 827.985107 Iteration 16Q: 3 clusters Score -482187.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -482196.468750 Penalty: 827.985107 Iteration 17Q: 3 clusters Score -482196.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -482206.593750 Penalty: 827.985107 Iteration 18Q: 3 clusters Score -482206.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -482217.843750 Penalty: 827.985107 Iteration 19Q: 3 clusters Score -482217.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -482234.500000 Penalty: 827.985107 Iteration 20F: 3 clusters Score -482234.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -482251.656250 Penalty: 827.985107 Iteration 21Q: 3 clusters Score -482251.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -482270.718750 Penalty: 827.985107 Iteration 22Q: 3 clusters Score -482270.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -482286.593750 Penalty: 827.985107 Iteration 23Q: 3 clusters Score -482286.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -482299.500000 Penalty: 827.985107 Iteration 24Q: 3 clusters Score -482299.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -482319.468750 Penalty: 827.985107 Iteration 25Q: 3 clusters Score -482319.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -482340.000000 Penalty: 827.985107 Iteration 26Q: 3 clusters Score -482340 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -482355.937500 Penalty: 827.985107 Iteration 27Q: 3 clusters Score -482355.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -482375.843750 Penalty: 827.985107 Iteration 28Q: 3 clusters Score -482375.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -482394.843750 Penalty: 827.985107 Iteration 29Q: 3 clusters Score -482394.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -482413.562500 Penalty: 827.985107 Iteration 30Q: 3 clusters Score -482413.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -482431.031250 Penalty: 827.985107 Iteration 31Q: 3 clusters Score -482431 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -482448.843750 Penalty: 827.985107 Iteration 32Q: 3 clusters Score -482448.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -482464.781250 Penalty: 827.985107 Iteration 33Q: 3 clusters Score -482464.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -482478.281250 Penalty: 827.985107 Iteration 34Q: 3 clusters Score -482478.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -482492.687500 Penalty: 827.985107 Iteration 35Q: 3 clusters Score -482492.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -482512.875000 Penalty: 827.985107 Iteration 36Q: 3 clusters Score -482512.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -482539.562500 Penalty: 827.985107 Iteration 37Q: 3 clusters Score -482539.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -482567.500000 Penalty: 827.985107 Iteration 38Q: 3 clusters Score -482567.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -482593.500000 Penalty: 827.985107 Iteration 39Q: 3 clusters Score -482593.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -482614.937500 Penalty: 827.985107 Iteration 40F: 3 clusters Score -482614.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -482634.375000 Penalty: 827.985107 Iteration 41Q: 3 clusters Score -482634.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -482650.312500 Penalty: 827.985107 Iteration 42Q: 3 clusters Score -482650.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -482660.468750 Penalty: 827.985107 Iteration 43Q: 3 clusters Score -482660.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -482668.843750 Penalty: 827.985107 Iteration 44Q: 3 clusters Score -482668.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -482681.812500 Penalty: 827.985107 Iteration 45Q: 3 clusters Score -482681.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -482708.562500 Penalty: 827.985107 Iteration 46Q: 3 clusters Score -482708.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -482728.468750 Penalty: 827.985107 Iteration 47Q: 3 clusters Score -482728.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -482753.312500 Penalty: 827.985107 Iteration 48Q: 3 clusters Score -482753.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -482779.187500 Penalty: 827.985107 Iteration 49Q: 3 clusters Score -482779.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -482797.531250 Penalty: 827.985107 Iteration 50Q: 3 clusters Score -482797.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -482814.406250 Penalty: 827.985107 Iteration 51Q: 3 clusters Score -482814.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -482833.156250 Penalty: 827.985107 Iteration 52Q: 3 clusters Score -482833.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -482845.156250 Penalty: 827.985107 Iteration 53Q: 3 clusters Score -482845.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -482854.906250 Penalty: 827.985107 Iteration 54Q: 3 clusters Score -482854.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -482861.281250 Penalty: 827.985107 Iteration 55Q: 3 clusters Score -482861.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -482867.562500 Penalty: 827.985107 Iteration 56Q: 3 clusters Score -482867.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -482873.281250 Penalty: 827.985107 Iteration 57Q: 3 clusters Score -482873.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -482876.156250 Penalty: 827.985107 Iteration 58Q: 3 clusters Score -482876.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -482878.375000 Penalty: 827.985107 Iteration 59Q: 3 clusters Score -482878.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -482877.812500 Penalty: 827.985107 Iteration 60F: 3 clusters Score -482877.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -482878.562500 Penalty: 827.985107 Iteration 61Q: 3 clusters Score -482878.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -482881.062500 Penalty: 827.985107 Iteration 62Q: 3 clusters Score -482881.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -482882.875000 Penalty: 827.985107 Iteration 63Q: 3 clusters Score -482882.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -482884.093750 Penalty: 827.985107 Iteration 64Q: 3 clusters Score -482884.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -482885.656250 Penalty: 827.985107 Iteration 65Q: 3 clusters Score -482885.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -482887.000000 Penalty: 827.985107 Iteration 66Q: 3 clusters Score -482887 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -482887.437500 Penalty: 827.985107 Iteration 67Q: 3 clusters Score -482887.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -482888.125000 Penalty: 827.985107 Iteration 68Q: 3 clusters Score -482888.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -482887.812500 Penalty: 827.985107 Iteration 69Q: 3 clusters Score -482887.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -482887.906250 Penalty: 827.985107 Iteration 70Q: 3 clusters Score -482887.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -482888.625000 Penalty: 827.985107 Iteration 71Q: 3 clusters Score -482888.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -482889.375000 Penalty: 827.985107 Iteration 72Q: 3 clusters Score -482889.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -482889.625000 Penalty: 827.985107 Iteration 73Q: 3 clusters Score -482889.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -482889.906250 Penalty: 827.985107 Iteration 74Q: 3 clusters Score -482889.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -482889.750000 Penalty: 827.985107 Iteration 75Q: 3 clusters Score -482889.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -482890.218750 Penalty: 827.985107 Iteration 76Q: 3 clusters Score -482890.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -482891.312500 Penalty: 827.985107 Iteration 77Q: 3 clusters Score -482891.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -482891.312500 Penalty: 827.985107 Iteration 78F: 3 clusters Score -482891.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Entering Unmasked Estep Score: -271763.156250 Penalty: 385.073761 Iteration 0F: 2 clusters Score -271763.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -268536.781250 Penalty: 770.147522 Iteration 0F: 3 clusters Score -268536.8 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -269848.250000 Penalty: 770.147522 Iteration 1F: 3 clusters Score -269848.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -270051.656250 Penalty: 770.147522 Iteration 2F: 3 clusters Score -270051.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -270310.625000 Penalty: 770.147522 Iteration 3F: 3 clusters Score -270310.6 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -270582.875000 Penalty: 770.147522 Iteration 4F: 3 clusters Score -270582.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -270880.625000 Penalty: 770.147522 Iteration 5F: 3 clusters Score -270880.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -271208.812500 Penalty: 770.147522 Iteration 6Q: 3 clusters Score -271208.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -271359.937500 Penalty: 770.147522 Iteration 7Q: 3 clusters Score -271359.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -271423.468750 Penalty: 770.147522 Iteration 8Q: 3 clusters Score -271423.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -271462.312500 Penalty: 770.147522 Iteration 9Q: 3 clusters Score -271462.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -271487.000000 Penalty: 770.147522 Iteration 10Q: 3 clusters Score -271487 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -271507.093750 Penalty: 770.147522 Iteration 11Q: 3 clusters Score -271507.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -271527.156250 Penalty: 770.147522 Iteration 12Q: 3 clusters Score -271527.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -271546.218750 Penalty: 770.147522 Iteration 13Q: 3 clusters Score -271546.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -271567.500000 Penalty: 770.147522 Iteration 14Q: 3 clusters Score -271567.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -271595.468750 Penalty: 770.147522 Iteration 15Q: 3 clusters Score -271595.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -271629.312500 Penalty: 770.147522 Iteration 16Q: 3 clusters Score -271629.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -271663.437500 Penalty: 770.147522 Iteration 17Q: 3 clusters Score -271663.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -271691.750000 Penalty: 770.147522 Iteration 18Q: 3 clusters Score -271691.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -271721.437500 Penalty: 770.147522 Iteration 19Q: 3 clusters Score -271721.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -271759.843750 Penalty: 770.147522 Iteration 20F: 3 clusters Score -271759.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -271797.156250 Penalty: 770.147522 Iteration 21Q: 3 clusters Score -271797.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -271825.750000 Penalty: 770.147522 Iteration 22Q: 3 clusters Score -271825.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -271845.312500 Penalty: 770.147522 Iteration 23Q: 3 clusters Score -271845.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -271862.500000 Penalty: 770.147522 Iteration 24Q: 3 clusters Score -271862.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -271882.437500 Penalty: 770.147522 Iteration 25Q: 3 clusters Score -271882.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -271903.187500 Penalty: 770.147522 Iteration 26Q: 3 clusters Score -271903.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -271925.125000 Penalty: 770.147522 Iteration 27Q: 3 clusters Score -271925.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -271941.187500 Penalty: 770.147522 Iteration 28Q: 3 clusters Score -271941.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -271946.968750 Penalty: 770.147522 Iteration 29Q: 3 clusters Score -271947 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -271949.812500 Penalty: 770.147522 Iteration 30Q: 3 clusters Score -271949.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -271951.718750 Penalty: 770.147522 Iteration 31Q: 3 clusters Score -271951.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -271952.281250 Penalty: 770.147522 Iteration 32Q: 3 clusters Score -271952.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -271953.250000 Penalty: 770.147522 Iteration 33Q: 3 clusters Score -271953.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -271955.062500 Penalty: 770.147522 Iteration 34Q: 3 clusters Score -271955.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -271955.625000 Penalty: 770.147522 Iteration 35Q: 3 clusters Score -271955.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -271955.968750 Penalty: 770.147522 Iteration 36Q: 3 clusters Score -271956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -271956.281250 Penalty: 770.147522 Iteration 37Q: 3 clusters Score -271956.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -271956.750000 Penalty: 770.147522 Iteration 38Q: 3 clusters Score -271956.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -271956.781250 Penalty: 770.147522 Iteration 39Q: 3 clusters Score -271956.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -271957.156250 Penalty: 770.147522 Iteration 40F: 3 clusters Score -271957.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -271958.218750 Penalty: 770.147522 Iteration 41Q: 3 clusters Score -271958.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -271958.250000 Penalty: 770.147522 Iteration 42Q: 3 clusters Score -271958.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -271958.562500 Penalty: 770.147522 Iteration 43Q: 3 clusters Score -271958.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -271958.500000 Penalty: 770.147522 Iteration 44Q: 3 clusters Score -271958.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -271958.343750 Penalty: 770.147522 Iteration 45Q: 3 clusters Score -271958.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -271958.343750 Penalty: 770.147522 Iteration 46F: 3 clusters Score -271958.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20181 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3058 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8944 members Mstep: Class 13 contains 2711 members Mstep: Class 14 contains 43195 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 2026 members Mstep: Class 21 contains 119208 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381690.000000 Penalty: 15887.674805 Splitting cluster 13 changes total score from -21381730.000000 to -21381690.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (43195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43195 members Entering Unmasked Estep Score: -2421600.750000 Penalty: 485.643341 Iteration 0F: 2 clusters Score -2421601 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21499 members Mstep: Class 2 contains 21696 members Entering Unmasked Estep Score: -2392571.500000 Penalty: 971.286682 Iteration 0F: 3 clusters Score -2392572 nChanged 20876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18473 members Mstep: Class 2 contains 24722 members Entering Unmasked Estep Score: -2405657.250000 Penalty: 971.286682 Iteration 1F: 3 clusters Score -2405657 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16665 members Mstep: Class 2 contains 26530 members Entering Unmasked Estep Score: -2407321.000000 Penalty: 971.286682 Iteration 2F: 3 clusters Score -2407321 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 28637 members Entering Unmasked Estep Score: -2409790.000000 Penalty: 971.286682 Iteration 3F: 3 clusters Score -2409790 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 30627 members Entering Unmasked Estep Score: -2412428.250000 Penalty: 971.286682 Iteration 4F: 3 clusters Score -2412428 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 32102 members Entering Unmasked Estep Score: -2414263.250000 Penalty: 971.286682 Iteration 5F: 3 clusters Score -2414263 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 33238 members Entering Unmasked Estep Score: -2415129.000000 Penalty: 971.286682 Iteration 6Q: 3 clusters Score -2415129 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 34297 members Entering Unmasked Estep Score: -2415696.250000 Penalty: 971.286682 Iteration 7Q: 3 clusters Score -2415696 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 35335 members Entering Unmasked Estep Score: -2416197.250000 Penalty: 971.286682 Iteration 8Q: 3 clusters Score -2416197 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -2416721.500000 Penalty: 971.286682 Iteration 9Q: 3 clusters Score -2416722 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 37437 members Entering Unmasked Estep Score: -2417331.500000 Penalty: 971.286682 Iteration 10Q: 3 clusters Score -2417332 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 38465 members Entering Unmasked Estep Score: -2417935.250000 Penalty: 971.286682 Iteration 11Q: 3 clusters Score -2417935 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 39404 members Entering Unmasked Estep Score: -2418529.750000 Penalty: 971.286682 Iteration 12Q: 3 clusters Score -2418530 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 40275 members Entering Unmasked Estep Score: -2419125.500000 Penalty: 971.286682 Iteration 13Q: 3 clusters Score -2419126 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 41042 members Entering Unmasked Estep Score: -2419685.500000 Penalty: 971.286682 Iteration 14Q: 3 clusters Score -2419686 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 41637 members Entering Unmasked Estep Score: -2420095.750000 Penalty: 971.286682 Iteration 15Q: 3 clusters Score -2420096 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 42132 members Entering Unmasked Estep Score: -2420457.750000 Penalty: 971.286682 Iteration 16Q: 3 clusters Score -2420458 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 42484 members Entering Unmasked Estep Score: -2420720.000000 Penalty: 971.286682 Iteration 17Q: 3 clusters Score -2420720 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 42718 members Entering Unmasked Estep Score: -2420895.250000 Penalty: 971.286682 Iteration 18Q: 3 clusters Score -2420895 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 42863 members Entering Unmasked Estep Score: -2421007.250000 Penalty: 971.286682 Iteration 19Q: 3 clusters Score -2421007 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 42952 members Entering Unmasked Estep Score: -2421073.500000 Penalty: 971.286682 Iteration 20F: 3 clusters Score -2421074 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 43000 members Entering Unmasked Estep Score: -2421110.750000 Penalty: 971.286682 Iteration 21Q: 3 clusters Score -2421111 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 43034 members Entering Unmasked Estep Score: -2421127.750000 Penalty: 971.286682 Iteration 22Q: 3 clusters Score -2421128 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 43051 members Entering Unmasked Estep Score: -2421136.250000 Penalty: 971.286682 Iteration 23Q: 3 clusters Score -2421136 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 43063 members Entering Unmasked Estep Score: -2421144.500000 Penalty: 971.286682 Iteration 24Q: 3 clusters Score -2421144 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 43073 members Entering Unmasked Estep Score: -2421151.500000 Penalty: 971.286682 Iteration 25Q: 3 clusters Score -2421152 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 43079 members Entering Unmasked Estep Score: -2421154.500000 Penalty: 971.286682 Iteration 26Q: 3 clusters Score -2421154 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 43086 members Entering Unmasked Estep Score: -2421158.250000 Penalty: 971.286682 Iteration 27Q: 3 clusters Score -2421158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 43089 members Entering Unmasked Estep Score: -2421162.750000 Penalty: 971.286682 Iteration 28Q: 3 clusters Score -2421163 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 43094 members Entering Unmasked Estep Score: -2421168.000000 Penalty: 971.286682 Iteration 29Q: 3 clusters Score -2421168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 43096 members Entering Unmasked Estep Score: -2421168.250000 Penalty: 971.286682 Iteration 30Q: 3 clusters Score -2421168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 43098 members Entering Unmasked Estep Score: -2421173.500000 Penalty: 971.286682 Iteration 31Q: 3 clusters Score -2421174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 43099 members Entering Unmasked Estep Score: -2421176.500000 Penalty: 971.286682 Iteration 32Q: 3 clusters Score -2421176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 43100 members Entering Unmasked Estep Score: -2421175.750000 Penalty: 971.286682 Iteration 33Q: 3 clusters Score -2421176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 43101 members Entering Unmasked Estep Score: -2421181.250000 Penalty: 971.286682 Iteration 34Q: 3 clusters Score -2421181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 43102 members Entering Unmasked Estep Score: -2421185.500000 Penalty: 971.286682 Iteration 35Q: 3 clusters Score -2421186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 43102 members Entering Unmasked Estep Score: -2421188.750000 Penalty: 971.286682 Iteration 36Q: 3 clusters Score -2421189 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 43103 members Entering Unmasked Estep Score: -2421190.000000 Penalty: 971.286682 Iteration 37Q: 3 clusters Score -2421190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 43102 members Entering Unmasked Estep Score: -2421193.500000 Penalty: 971.286682 Iteration 38Q: 3 clusters Score -2421194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 43100 members Entering Unmasked Estep Score: -2421194.250000 Penalty: 971.286682 Iteration 39Q: 3 clusters Score -2421194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 43100 members Entering Unmasked Estep Score: -2421194.250000 Penalty: 971.286682 Iteration 40F: 3 clusters Score -2421194 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Entering Unmasked Estep Score: -130762.046875 Penalty: 356.175751 Iteration 0F: 2 clusters Score -130762 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 1229 members Entering Unmasked Estep Score: -128995.117188 Penalty: 712.351501 Iteration 0F: 3 clusters Score -128995.1 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -129699.937500 Penalty: 712.351501 Iteration 1F: 3 clusters Score -129699.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -129852.125000 Penalty: 712.351501 Iteration 2F: 3 clusters Score -129852.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -129936.187500 Penalty: 712.351501 Iteration 3F: 3 clusters Score -129936.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -130022.023438 Penalty: 712.351501 Iteration 4F: 3 clusters Score -130022 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -130098.781250 Penalty: 712.351501 Iteration 5Q: 3 clusters Score -130098.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -130152.406250 Penalty: 712.351501 Iteration 6Q: 3 clusters Score -130152.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -130179.289062 Penalty: 712.351501 Iteration 7Q: 3 clusters Score -130179.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -130193.367188 Penalty: 712.351501 Iteration 8Q: 3 clusters Score -130193.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -130208.593750 Penalty: 712.351501 Iteration 9Q: 3 clusters Score -130208.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -130216.914062 Penalty: 712.351501 Iteration 10Q: 3 clusters Score -130216.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -130221.898438 Penalty: 712.351501 Iteration 11Q: 3 clusters Score -130221.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -130225.890625 Penalty: 712.351501 Iteration 12Q: 3 clusters Score -130225.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -130228.164062 Penalty: 712.351501 Iteration 13Q: 3 clusters Score -130228.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -130228.765625 Penalty: 712.351501 Iteration 14Q: 3 clusters Score -130228.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -130229.914062 Penalty: 712.351501 Iteration 15Q: 3 clusters Score -130229.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -130230.914062 Penalty: 712.351501 Iteration 16Q: 3 clusters Score -130230.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -130231.578125 Penalty: 712.351501 Iteration 17Q: 3 clusters Score -130231.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -130232.453125 Penalty: 712.351501 Iteration 18Q: 3 clusters Score -130232.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -130232.671875 Penalty: 712.351501 Iteration 19Q: 3 clusters Score -130232.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -130232.914062 Penalty: 712.351501 Iteration 20F: 3 clusters Score -130232.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -130233.804688 Penalty: 712.351501 Iteration 21Q: 3 clusters Score -130233.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -130234.312500 Penalty: 712.351501 Iteration 22Q: 3 clusters Score -130234.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -130235.101562 Penalty: 712.351501 Iteration 23Q: 3 clusters Score -130235.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -130235.671875 Penalty: 712.351501 Iteration 24Q: 3 clusters Score -130235.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -130235.890625 Penalty: 712.351501 Iteration 25Q: 3 clusters Score -130235.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -130236.234375 Penalty: 712.351501 Iteration 26Q: 3 clusters Score -130236.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -130236.906250 Penalty: 712.351501 Iteration 27Q: 3 clusters Score -130236.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -130237.101562 Penalty: 712.351501 Iteration 28Q: 3 clusters Score -130237.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -130237.328125 Penalty: 712.351501 Iteration 29Q: 3 clusters Score -130237.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -130237.625000 Penalty: 712.351501 Iteration 30Q: 3 clusters Score -130237.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -130237.851562 Penalty: 712.351501 Iteration 31Q: 3 clusters Score -130237.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -130239.023438 Penalty: 712.351501 Iteration 32Q: 3 clusters Score -130239 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -130240.421875 Penalty: 712.351501 Iteration 33Q: 3 clusters Score -130240.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -130241.390625 Penalty: 712.351501 Iteration 34Q: 3 clusters Score -130241.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -130242.523438 Penalty: 712.351501 Iteration 35Q: 3 clusters Score -130242.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -130243.664062 Penalty: 712.351501 Iteration 36Q: 3 clusters Score -130243.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -130244.093750 Penalty: 712.351501 Iteration 37Q: 3 clusters Score -130244.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -130244.218750 Penalty: 712.351501 Iteration 38Q: 3 clusters Score -130244.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -130244.250000 Penalty: 712.351501 Iteration 39Q: 3 clusters Score -130244.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -130244.453125 Penalty: 712.351501 Iteration 40F: 3 clusters Score -130244.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -130244.718750 Penalty: 712.351501 Iteration 41Q: 3 clusters Score -130244.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -130244.585938 Penalty: 712.351501 Iteration 42Q: 3 clusters Score -130244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -130245.140625 Penalty: 712.351501 Iteration 43Q: 3 clusters Score -130245.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -130245.500000 Penalty: 712.351501 Iteration 44Q: 3 clusters Score -130245.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -130245.500000 Penalty: 712.351501 Iteration 45F: 3 clusters Score -130245.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Entering Unmasked Estep Score: -93765.710938 Penalty: 345.314789 Iteration 0F: 2 clusters Score -93765.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -92369.109375 Penalty: 690.629578 Iteration 0F: 3 clusters Score -92369.11 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -92872.375000 Penalty: 690.629578 Iteration 1F: 3 clusters Score -92872.38 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -92975.421875 Penalty: 690.629578 Iteration 2F: 3 clusters Score -92975.42 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -93052.609375 Penalty: 690.629578 Iteration 3F: 3 clusters Score -93052.61 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -93110.914062 Penalty: 690.629578 Iteration 4Q: 3 clusters Score -93110.91 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -93161.875000 Penalty: 690.629578 Iteration 5Q: 3 clusters Score -93161.88 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -93242.460938 Penalty: 690.629578 Iteration 6Q: 3 clusters Score -93242.46 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -93323.015625 Penalty: 690.629578 Iteration 7Q: 3 clusters Score -93323.02 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -93379.796875 Penalty: 690.629578 Iteration 8Q: 3 clusters Score -93379.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -93432.250000 Penalty: 690.629578 Iteration 9Q: 3 clusters Score -93432.25 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -93468.937500 Penalty: 690.629578 Iteration 10Q: 3 clusters Score -93468.94 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -93494.812500 Penalty: 690.629578 Iteration 11Q: 3 clusters Score -93494.81 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -93507.781250 Penalty: 690.629578 Iteration 12Q: 3 clusters Score -93507.78 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -93518.890625 Penalty: 690.629578 Iteration 13Q: 3 clusters Score -93518.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -93526.335938 Penalty: 690.629578 Iteration 14Q: 3 clusters Score -93526.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -93532.398438 Penalty: 690.629578 Iteration 15Q: 3 clusters Score -93532.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -93541.578125 Penalty: 690.629578 Iteration 16Q: 3 clusters Score -93541.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -93546.375000 Penalty: 690.629578 Iteration 17Q: 3 clusters Score -93546.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -93549.593750 Penalty: 690.629578 Iteration 18Q: 3 clusters Score -93549.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -93553.476562 Penalty: 690.629578 Iteration 19Q: 3 clusters Score -93553.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -93556.328125 Penalty: 690.629578 Iteration 20F: 3 clusters Score -93556.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -93558.593750 Penalty: 690.629578 Iteration 21Q: 3 clusters Score -93558.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -93559.664062 Penalty: 690.629578 Iteration 22Q: 3 clusters Score -93559.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -93561.468750 Penalty: 690.629578 Iteration 23Q: 3 clusters Score -93561.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -93563.726562 Penalty: 690.629578 Iteration 24Q: 3 clusters Score -93563.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -93564.718750 Penalty: 690.629578 Iteration 25Q: 3 clusters Score -93564.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -93566.257812 Penalty: 690.629578 Iteration 26Q: 3 clusters Score -93566.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -93567.414062 Penalty: 690.629578 Iteration 27Q: 3 clusters Score -93567.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -93568.531250 Penalty: 690.629578 Iteration 28Q: 3 clusters Score -93568.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -93569.101562 Penalty: 690.629578 Iteration 29Q: 3 clusters Score -93569.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -93569.781250 Penalty: 690.629578 Iteration 30Q: 3 clusters Score -93569.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -93569.703125 Penalty: 690.629578 Iteration 31Q: 3 clusters Score -93569.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -93569.703125 Penalty: 690.629578 Iteration 32F: 3 clusters Score -93569.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -1378590.250000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378590 nChanged 12767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -1386427.250000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1386427 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -1387059.500000 Penalty: 927.301941 Iteration 2F: 3 clusters Score -1387060 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16401 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -1387804.000000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1387804 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17601 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1388666.625000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1388667 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -1389667.625000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1389668 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20495 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1390761.000000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1390761 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22027 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1391945.375000 Penalty: 927.301941 Iteration 7F: 3 clusters Score -1391945 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23463 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1393144.500000 Penalty: 927.301941 Iteration 8F: 3 clusters Score -1393144 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24707 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1394236.750000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1394237 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25620 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1395045.125000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1395045 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26152 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1395507.625000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1395508 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1395721.625000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1395722 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1395828.500000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1395828 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26554 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -1395884.000000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1395884 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26568 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1395908.750000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1395909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26568 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1395914.875000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1395915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26569 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1395921.750000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1395922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26570 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -1395925.375000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1395925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26571 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -1395929.000000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1395929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26573 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1395929.750000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1395930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26574 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -1395930.250000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1395930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26575 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1395933.000000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1395933 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26576 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -1395935.125000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1395935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26576 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -1395935.125000 Penalty: 927.301941 Iteration 24F: 3 clusters Score -1395935 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Entering Unmasked Estep Score: -114194.906250 Penalty: 350.280975 Iteration 0F: 2 clusters Score -114194.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -112674.773438 Penalty: 700.561951 Iteration 0F: 3 clusters Score -112674.8 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -113409.835938 Penalty: 700.561951 Iteration 1F: 3 clusters Score -113409.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -113615.898438 Penalty: 700.561951 Iteration 2F: 3 clusters Score -113615.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -113715.179688 Penalty: 700.561951 Iteration 3F: 3 clusters Score -113715.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -113767.789062 Penalty: 700.561951 Iteration 4Q: 3 clusters Score -113767.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -113807.507812 Penalty: 700.561951 Iteration 5Q: 3 clusters Score -113807.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -113835.101562 Penalty: 700.561951 Iteration 6Q: 3 clusters Score -113835.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -113863.593750 Penalty: 700.561951 Iteration 7Q: 3 clusters Score -113863.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -113880.515625 Penalty: 700.561951 Iteration 8Q: 3 clusters Score -113880.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -113888.046875 Penalty: 700.561951 Iteration 9Q: 3 clusters Score -113888 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -113893.296875 Penalty: 700.561951 Iteration 10Q: 3 clusters Score -113893.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -113895.421875 Penalty: 700.561951 Iteration 11Q: 3 clusters Score -113895.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -113896.476562 Penalty: 700.561951 Iteration 12Q: 3 clusters Score -113896.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -113897.031250 Penalty: 700.561951 Iteration 13Q: 3 clusters Score -113897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -113897.390625 Penalty: 700.561951 Iteration 14Q: 3 clusters Score -113897.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -113897.484375 Penalty: 700.561951 Iteration 15Q: 3 clusters Score -113897.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -113898.390625 Penalty: 700.561951 Iteration 16Q: 3 clusters Score -113898.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -113898.367188 Penalty: 700.561951 Iteration 17Q: 3 clusters Score -113898.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -113898.367188 Penalty: 700.561951 Iteration 18F: 3 clusters Score -113898.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -1118989.625000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1118990 nChanged 10159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -1124978.625000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1124979 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -1125467.500000 Penalty: 907.459290 Iteration 2F: 3 clusters Score -1125468 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -1126125.250000 Penalty: 907.459290 Iteration 3F: 3 clusters Score -1126125 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1126958.125000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1126958 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -1127821.000000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1127821 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -1128562.000000 Penalty: 907.459290 Iteration 6F: 3 clusters Score -1128562 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1129045.750000 Penalty: 907.459290 Iteration 7Q: 3 clusters Score -1129046 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13058 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -1129289.125000 Penalty: 907.459290 Iteration 8Q: 3 clusters Score -1129289 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1129405.000000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1129405 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13472 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1129484.375000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1129484 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13722 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1129547.875000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1129548 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1129630.125000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1129630 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14271 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1129708.250000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1129708 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1129793.875000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1129794 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1129889.875000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1129890 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15184 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1129999.250000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1129999 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1130141.125000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1130141 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15872 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1130260.000000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1130260 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16219 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1130407.375000 Penalty: 907.459290 Iteration 19Q: 3 clusters Score -1130407 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1130570.750000 Penalty: 907.459290 Iteration 20F: 3 clusters Score -1130571 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1130768.250000 Penalty: 907.459290 Iteration 21Q: 3 clusters Score -1130768 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1130949.000000 Penalty: 907.459290 Iteration 22Q: 3 clusters Score -1130949 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17714 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1131133.250000 Penalty: 907.459290 Iteration 23Q: 3 clusters Score -1131133 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18054 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1131288.875000 Penalty: 907.459290 Iteration 24Q: 3 clusters Score -1131289 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1131453.250000 Penalty: 907.459290 Iteration 25Q: 3 clusters Score -1131453 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18722 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1131616.375000 Penalty: 907.459290 Iteration 26Q: 3 clusters Score -1131616 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19049 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1131785.000000 Penalty: 907.459290 Iteration 27Q: 3 clusters Score -1131785 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19360 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1131945.500000 Penalty: 907.459290 Iteration 28Q: 3 clusters Score -1131946 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1132101.625000 Penalty: 907.459290 Iteration 29Q: 3 clusters Score -1132102 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1132256.125000 Penalty: 907.459290 Iteration 30Q: 3 clusters Score -1132256 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1132362.000000 Penalty: 907.459290 Iteration 31Q: 3 clusters Score -1132362 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1132483.625000 Penalty: 907.459290 Iteration 32Q: 3 clusters Score -1132484 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20495 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1132601.000000 Penalty: 907.459290 Iteration 33Q: 3 clusters Score -1132601 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1132675.125000 Penalty: 907.459290 Iteration 34Q: 3 clusters Score -1132675 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20762 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1132725.375000 Penalty: 907.459290 Iteration 35Q: 3 clusters Score -1132725 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20855 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1132769.375000 Penalty: 907.459290 Iteration 36Q: 3 clusters Score -1132769 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20933 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1132812.000000 Penalty: 907.459290 Iteration 37Q: 3 clusters Score -1132812 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1132843.875000 Penalty: 907.459290 Iteration 38Q: 3 clusters Score -1132844 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1132865.875000 Penalty: 907.459290 Iteration 39Q: 3 clusters Score -1132866 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21052 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1132889.500000 Penalty: 907.459290 Iteration 40F: 3 clusters Score -1132890 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21071 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1132901.625000 Penalty: 907.459290 Iteration 41Q: 3 clusters Score -1132902 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21085 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1132909.375000 Penalty: 907.459290 Iteration 42Q: 3 clusters Score -1132909 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1132916.125000 Penalty: 907.459290 Iteration 43Q: 3 clusters Score -1132916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1132919.500000 Penalty: 907.459290 Iteration 44Q: 3 clusters Score -1132920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21112 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1132921.375000 Penalty: 907.459290 Iteration 45Q: 3 clusters Score -1132921 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21118 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -1132923.750000 Penalty: 907.459290 Iteration 46Q: 3 clusters Score -1132924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21122 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1132926.625000 Penalty: 907.459290 Iteration 47Q: 3 clusters Score -1132927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21128 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1132929.625000 Penalty: 907.459290 Iteration 48Q: 3 clusters Score -1132930 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21135 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1132935.625000 Penalty: 907.459290 Iteration 49Q: 3 clusters Score -1132936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1132940.500000 Penalty: 907.459290 Iteration 50Q: 3 clusters Score -1132940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21144 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1132947.125000 Penalty: 907.459290 Iteration 51Q: 3 clusters Score -1132947 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21145 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1132949.500000 Penalty: 907.459290 Iteration 52Q: 3 clusters Score -1132950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21150 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1132951.875000 Penalty: 907.459290 Iteration 53Q: 3 clusters Score -1132952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21152 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1132952.000000 Penalty: 907.459290 Iteration 54Q: 3 clusters Score -1132952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21155 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1132952.375000 Penalty: 907.459290 Iteration 55Q: 3 clusters Score -1132952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -1132952.625000 Penalty: 907.459290 Iteration 56Q: 3 clusters Score -1132953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21159 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1132952.250000 Penalty: 907.459290 Iteration 57Q: 3 clusters Score -1132952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1132955.375000 Penalty: 907.459290 Iteration 58Q: 3 clusters Score -1132955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21163 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1132957.125000 Penalty: 907.459290 Iteration 59Q: 3 clusters Score -1132957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1132958.500000 Penalty: 907.459290 Iteration 60F: 3 clusters Score -1132958 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (119208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119208 members Entering Unmasked Estep Score: -6474398.500000 Penalty: 531.832458 Iteration 0F: 2 clusters Score -6474398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59596 members Mstep: Class 2 contains 59612 members Entering Unmasked Estep Score: -6393648.000000 Penalty: 1063.664917 Iteration 0F: 3 clusters Score -6393648 nChanged 58555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58379 members Mstep: Class 2 contains 60829 members Entering Unmasked Estep Score: -6429277.500000 Penalty: 1063.664917 Iteration 1F: 3 clusters Score -6429278 nChanged 4579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57352 members Mstep: Class 2 contains 61856 members Entering Unmasked Estep Score: -6430634.000000 Penalty: 1063.664917 Iteration 2Q: 3 clusters Score -6430634 nChanged 5182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55654 members Mstep: Class 2 contains 63554 members Entering Unmasked Estep Score: -6432530.000000 Penalty: 1063.664917 Iteration 3Q: 3 clusters Score -6432530 nChanged 6156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53256 members Mstep: Class 2 contains 65952 members Entering Unmasked Estep Score: -6435383.500000 Penalty: 1063.664917 Iteration 4F: 3 clusters Score -6435384 nChanged 6883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50229 members Mstep: Class 2 contains 68979 members Entering Unmasked Estep Score: -6439032.500000 Penalty: 1063.664917 Iteration 5F: 3 clusters Score -6439032 nChanged 7299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47056 members Mstep: Class 2 contains 72152 members Entering Unmasked Estep Score: -6443377.500000 Penalty: 1063.664917 Iteration 6F: 3 clusters Score -6443378 nChanged 7164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44032 members Mstep: Class 2 contains 75176 members Entering Unmasked Estep Score: -6448118.000000 Penalty: 1063.664917 Iteration 7F: 3 clusters Score -6448118 nChanged 6611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41469 members Mstep: Class 2 contains 77739 members Entering Unmasked Estep Score: -6452833.000000 Penalty: 1063.664917 Iteration 8F: 3 clusters Score -6452833 nChanged 5695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39342 members Mstep: Class 2 contains 79866 members Entering Unmasked Estep Score: -6456690.500000 Penalty: 1063.664917 Iteration 9Q: 3 clusters Score -6456690 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37511 members Mstep: Class 2 contains 81697 members Entering Unmasked Estep Score: -6459177.000000 Penalty: 1063.664917 Iteration 10Q: 3 clusters Score -6459177 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35624 members Mstep: Class 2 contains 83584 members Entering Unmasked Estep Score: -6460676.500000 Penalty: 1063.664917 Iteration 11Q: 3 clusters Score -6460676 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33590 members Mstep: Class 2 contains 85618 members Entering Unmasked Estep Score: -6461889.000000 Penalty: 1063.664917 Iteration 12Q: 3 clusters Score -6461889 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31536 members Mstep: Class 2 contains 87672 members Entering Unmasked Estep Score: -6462957.000000 Penalty: 1063.664917 Iteration 13Q: 3 clusters Score -6462957 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29535 members Mstep: Class 2 contains 89673 members Entering Unmasked Estep Score: -6463951.500000 Penalty: 1063.664917 Iteration 14Q: 3 clusters Score -6463952 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27652 members Mstep: Class 2 contains 91556 members Entering Unmasked Estep Score: -6464867.500000 Penalty: 1063.664917 Iteration 15Q: 3 clusters Score -6464868 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25800 members Mstep: Class 2 contains 93408 members Entering Unmasked Estep Score: -6465703.500000 Penalty: 1063.664917 Iteration 16Q: 3 clusters Score -6465704 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24101 members Mstep: Class 2 contains 95107 members Entering Unmasked Estep Score: -6466517.500000 Penalty: 1063.664917 Iteration 17Q: 3 clusters Score -6466518 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22481 members Mstep: Class 2 contains 96727 members Entering Unmasked Estep Score: -6467150.500000 Penalty: 1063.664917 Iteration 18Q: 3 clusters Score -6467150 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21031 members Mstep: Class 2 contains 98177 members Entering Unmasked Estep Score: -6467800.500000 Penalty: 1063.664917 Iteration 19Q: 3 clusters Score -6467800 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 99528 members Entering Unmasked Estep Score: -6468326.000000 Penalty: 1063.664917 Iteration 20F: 3 clusters Score -6468326 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18398 members Mstep: Class 2 contains 100810 members Entering Unmasked Estep Score: -6468787.500000 Penalty: 1063.664917 Iteration 21Q: 3 clusters Score -6468788 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 101971 members Entering Unmasked Estep Score: -6469238.000000 Penalty: 1063.664917 Iteration 22Q: 3 clusters Score -6469238 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16120 members Mstep: Class 2 contains 103088 members Entering Unmasked Estep Score: -6469603.500000 Penalty: 1063.664917 Iteration 23Q: 3 clusters Score -6469604 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15113 members Mstep: Class 2 contains 104095 members Entering Unmasked Estep Score: -6469953.000000 Penalty: 1063.664917 Iteration 24Q: 3 clusters Score -6469953 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14159 members Mstep: Class 2 contains 105049 members Entering Unmasked Estep Score: -6470242.500000 Penalty: 1063.664917 Iteration 25Q: 3 clusters Score -6470242 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 105898 members Entering Unmasked Estep Score: -6470466.500000 Penalty: 1063.664917 Iteration 26Q: 3 clusters Score -6470466 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 106653 members Entering Unmasked Estep Score: -6470640.000000 Penalty: 1063.664917 Iteration 27Q: 3 clusters Score -6470640 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 107361 members Entering Unmasked Estep Score: -6470858.000000 Penalty: 1063.664917 Iteration 28Q: 3 clusters Score -6470858 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 108001 members Entering Unmasked Estep Score: -6471028.000000 Penalty: 1063.664917 Iteration 29Q: 3 clusters Score -6471028 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 108599 members Entering Unmasked Estep Score: -6471200.500000 Penalty: 1063.664917 Iteration 30Q: 3 clusters Score -6471200 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 109182 members Entering Unmasked Estep Score: -6471334.000000 Penalty: 1063.664917 Iteration 31Q: 3 clusters Score -6471334 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 109755 members Entering Unmasked Estep Score: -6471503.000000 Penalty: 1063.664917 Iteration 32Q: 3 clusters Score -6471503 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 110253 members Entering Unmasked Estep Score: -6471622.000000 Penalty: 1063.664917 Iteration 33Q: 3 clusters Score -6471622 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 110754 members Entering Unmasked Estep Score: -6471722.500000 Penalty: 1063.664917 Iteration 34Q: 3 clusters Score -6471722 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 111203 members Entering Unmasked Estep Score: -6471799.500000 Penalty: 1063.664917 Iteration 35Q: 3 clusters Score -6471800 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 111630 members Entering Unmasked Estep Score: -6471892.500000 Penalty: 1063.664917 Iteration 36Q: 3 clusters Score -6471892 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 112054 members Entering Unmasked Estep Score: -6472011.500000 Penalty: 1063.664917 Iteration 37Q: 3 clusters Score -6472012 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 112451 members Entering Unmasked Estep Score: -6472110.500000 Penalty: 1063.664917 Iteration 38Q: 3 clusters Score -6472110 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 112834 members Entering Unmasked Estep Score: -6472192.500000 Penalty: 1063.664917 Iteration 39Q: 3 clusters Score -6472192 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 113201 members Entering Unmasked Estep Score: -6472302.500000 Penalty: 1063.664917 Iteration 40F: 3 clusters Score -6472302 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 113564 members Entering Unmasked Estep Score: -6472399.000000 Penalty: 1063.664917 Iteration 41Q: 3 clusters Score -6472399 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 113938 members Entering Unmasked Estep Score: -6472498.500000 Penalty: 1063.664917 Iteration 42Q: 3 clusters Score -6472498 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 114277 members Entering Unmasked Estep Score: -6472565.500000 Penalty: 1063.664917 Iteration 43Q: 3 clusters Score -6472566 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 114598 members Entering Unmasked Estep Score: -6472662.000000 Penalty: 1063.664917 Iteration 44Q: 3 clusters Score -6472662 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 114927 members Entering Unmasked Estep Score: -6472748.500000 Penalty: 1063.664917 Iteration 45Q: 3 clusters Score -6472748 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 115279 members Entering Unmasked Estep Score: -6472836.000000 Penalty: 1063.664917 Iteration 46Q: 3 clusters Score -6472836 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 115610 members Entering Unmasked Estep Score: -6472991.500000 Penalty: 1063.664917 Iteration 47Q: 3 clusters Score -6472992 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 115955 members Entering Unmasked Estep Score: -6473141.500000 Penalty: 1063.664917 Iteration 48Q: 3 clusters Score -6473142 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 116281 members Entering Unmasked Estep Score: -6473254.500000 Penalty: 1063.664917 Iteration 49Q: 3 clusters Score -6473254 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 116588 members Entering Unmasked Estep Score: -6473373.500000 Penalty: 1063.664917 Iteration 50Q: 3 clusters Score -6473374 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 116868 members Entering Unmasked Estep Score: -6473478.000000 Penalty: 1063.664917 Iteration 51Q: 3 clusters Score -6473478 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 117109 members Entering Unmasked Estep Score: -6473562.500000 Penalty: 1063.664917 Iteration 52Q: 3 clusters Score -6473562 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 117298 members Entering Unmasked Estep Score: -6473619.000000 Penalty: 1063.664917 Iteration 53Q: 3 clusters Score -6473619 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 117473 members Entering Unmasked Estep Score: -6473690.500000 Penalty: 1063.664917 Iteration 54Q: 3 clusters Score -6473690 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 117613 members Entering Unmasked Estep Score: -6473731.000000 Penalty: 1063.664917 Iteration 55Q: 3 clusters Score -6473731 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 117721 members Entering Unmasked Estep Score: -6473774.500000 Penalty: 1063.664917 Iteration 56Q: 3 clusters Score -6473774 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 117820 members Entering Unmasked Estep Score: -6473779.000000 Penalty: 1063.664917 Iteration 57Q: 3 clusters Score -6473779 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 117902 members Entering Unmasked Estep Score: -6473793.500000 Penalty: 1063.664917 Iteration 58Q: 3 clusters Score -6473794 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 117984 members Entering Unmasked Estep Score: -6473810.500000 Penalty: 1063.664917 Iteration 59Q: 3 clusters Score -6473810 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 118051 members Entering Unmasked Estep Score: -6473832.000000 Penalty: 1063.664917 Iteration 60F: 3 clusters Score -6473832 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 118109 members Entering Unmasked Estep Score: -6473844.000000 Penalty: 1063.664917 Iteration 61Q: 3 clusters Score -6473844 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 118156 members Entering Unmasked Estep Score: -6473861.500000 Penalty: 1063.664917 Iteration 62Q: 3 clusters Score -6473862 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 118210 members Entering Unmasked Estep Score: -6473874.000000 Penalty: 1063.664917 Iteration 63Q: 3 clusters Score -6473874 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 118253 members Entering Unmasked Estep Score: -6473888.000000 Penalty: 1063.664917 Iteration 64Q: 3 clusters Score -6473888 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 118297 members Entering Unmasked Estep Score: -6473891.000000 Penalty: 1063.664917 Iteration 65Q: 3 clusters Score -6473891 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 118343 members Entering Unmasked Estep Score: -6473913.500000 Penalty: 1063.664917 Iteration 66Q: 3 clusters Score -6473914 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 118380 members Entering Unmasked Estep Score: -6473937.000000 Penalty: 1063.664917 Iteration 67Q: 3 clusters Score -6473937 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 118408 members Entering Unmasked Estep Score: -6473945.000000 Penalty: 1063.664917 Iteration 68Q: 3 clusters Score -6473945 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 118437 members Entering Unmasked Estep Score: -6473944.500000 Penalty: 1063.664917 Iteration 69Q: 3 clusters Score -6473944 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 118461 members Entering Unmasked Estep Score: -6473962.500000 Penalty: 1063.664917 Iteration 70Q: 3 clusters Score -6473962 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 118486 members Entering Unmasked Estep Score: -6473976.500000 Penalty: 1063.664917 Iteration 71Q: 3 clusters Score -6473976 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 118503 members Entering Unmasked Estep Score: -6473979.500000 Penalty: 1063.664917 Iteration 72Q: 3 clusters Score -6473980 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 118516 members Entering Unmasked Estep Score: -6473977.500000 Penalty: 1063.664917 Iteration 73Q: 3 clusters Score -6473978 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 118528 members Entering Unmasked Estep Score: -6473988.500000 Penalty: 1063.664917 Iteration 74Q: 3 clusters Score -6473988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 118543 members Entering Unmasked Estep Score: -6473985.000000 Penalty: 1063.664917 Iteration 75Q: 3 clusters Score -6473985 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 118553 members Entering Unmasked Estep Score: -6473993.500000 Penalty: 1063.664917 Iteration 76Q: 3 clusters Score -6473994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 118564 members Entering Unmasked Estep Score: -6473994.500000 Penalty: 1063.664917 Iteration 77Q: 3 clusters Score -6473994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 118573 members Entering Unmasked Estep Score: -6473998.500000 Penalty: 1063.664917 Iteration 78Q: 3 clusters Score -6473998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 118581 members Entering Unmasked Estep Score: -6473989.000000 Penalty: 1063.664917 Iteration 79Q: 3 clusters Score -6473989 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 118587 members Entering Unmasked Estep Score: -6473988.500000 Penalty: 1063.664917 Iteration 80F: 3 clusters Score -6473988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 118596 members Entering Unmasked Estep Score: -6473990.000000 Penalty: 1063.664917 Iteration 81Q: 3 clusters Score -6473990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 118600 members Entering Unmasked Estep Score: -6473987.000000 Penalty: 1063.664917 Iteration 82Q: 3 clusters Score -6473987 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 118605 members Entering Unmasked Estep Score: -6473980.000000 Penalty: 1063.664917 Iteration 83Q: 3 clusters Score -6473980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 118611 members Entering Unmasked Estep Score: -6473976.500000 Penalty: 1063.664917 Iteration 84Q: 3 clusters Score -6473976 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 118620 members Entering Unmasked Estep Score: -6473982.000000 Penalty: 1063.664917 Iteration 85Q: 3 clusters Score -6473982 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 118627 members Entering Unmasked Estep Score: -6473984.500000 Penalty: 1063.664917 Iteration 86Q: 3 clusters Score -6473984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 118631 members Entering Unmasked Estep Score: -6473983.000000 Penalty: 1063.664917 Iteration 87Q: 3 clusters Score -6473983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 118635 members Entering Unmasked Estep Score: -6473985.500000 Penalty: 1063.664917 Iteration 88Q: 3 clusters Score -6473986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 118638 members Entering Unmasked Estep Score: -6473985.000000 Penalty: 1063.664917 Iteration 89Q: 3 clusters Score -6473985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 118640 members Entering Unmasked Estep Score: -6473987.000000 Penalty: 1063.664917 Iteration 90Q: 3 clusters Score -6473987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 118640 members Entering Unmasked Estep Score: -6473991.000000 Penalty: 1063.664917 Iteration 91Q: 3 clusters Score -6473991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 118642 members Entering Unmasked Estep Score: -6473988.500000 Penalty: 1063.664917 Iteration 92Q: 3 clusters Score -6473988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 118643 members Entering Unmasked Estep Score: -6473992.000000 Penalty: 1063.664917 Iteration 93Q: 3 clusters Score -6473992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 118643 members Entering Unmasked Estep Score: -6473991.500000 Penalty: 1063.664917 Iteration 94Q: 3 clusters Score -6473992 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 118643 members Entering Unmasked Estep Score: -6473991.500000 Penalty: 1063.664917 Iteration 95F: 3 clusters Score -6473992 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23645 members Entering Unmasked Estep Score: -1327952.125000 Penalty: 458.226257 Iteration 0F: 2 clusters Score -1327952 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -1312197.375000 Penalty: 916.452515 Iteration 0F: 3 clusters Score -1312197 nChanged 11331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14738 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1319646.750000 Penalty: 916.452515 Iteration 1F: 3 clusters Score -1319647 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -1321041.250000 Penalty: 916.452515 Iteration 2F: 3 clusters Score -1321041 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18213 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1322758.250000 Penalty: 916.452515 Iteration 3F: 3 clusters Score -1322758 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1324507.625000 Penalty: 916.452515 Iteration 4F: 3 clusters Score -1324508 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21382 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1325858.500000 Penalty: 916.452515 Iteration 5F: 3 clusters Score -1325858 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22321 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1326738.750000 Penalty: 916.452515 Iteration 6Q: 3 clusters Score -1326739 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22887 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1327213.625000 Penalty: 916.452515 Iteration 7Q: 3 clusters Score -1327214 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23152 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1327407.625000 Penalty: 916.452515 Iteration 8Q: 3 clusters Score -1327408 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23303 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1327508.500000 Penalty: 916.452515 Iteration 9Q: 3 clusters Score -1327508 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23376 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1327559.375000 Penalty: 916.452515 Iteration 10Q: 3 clusters Score -1327559 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1327585.875000 Penalty: 916.452515 Iteration 11Q: 3 clusters Score -1327586 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -1327601.875000 Penalty: 916.452515 Iteration 12Q: 3 clusters Score -1327602 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23458 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1327607.500000 Penalty: 916.452515 Iteration 13Q: 3 clusters Score -1327608 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1327625.250000 Penalty: 916.452515 Iteration 14Q: 3 clusters Score -1327625 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23478 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1327632.625000 Penalty: 916.452515 Iteration 15Q: 3 clusters Score -1327633 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1327633.750000 Penalty: 916.452515 Iteration 16Q: 3 clusters Score -1327634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -1327637.000000 Penalty: 916.452515 Iteration 17Q: 3 clusters Score -1327637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -1327640.875000 Penalty: 916.452515 Iteration 18Q: 3 clusters Score -1327641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -1327640.750000 Penalty: 916.452515 Iteration 19Q: 3 clusters Score -1327641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23495 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -1327641.750000 Penalty: 916.452515 Iteration 20F: 3 clusters Score -1327642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23497 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -1327642.000000 Penalty: 916.452515 Iteration 21Q: 3 clusters Score -1327642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -1327641.875000 Penalty: 916.452515 Iteration 22Q: 3 clusters Score -1327642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23501 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -1327642.375000 Penalty: 916.452515 Iteration 23Q: 3 clusters Score -1327642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23502 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1327642.125000 Penalty: 916.452515 Iteration 24Q: 3 clusters Score -1327642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23502 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1327642.125000 Penalty: 916.452515 Iteration 25F: 3 clusters Score -1327642 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Entering Unmasked Estep Score: -502340.375000 Penalty: 413.176453 Iteration 0F: 2 clusters Score -502340.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -496488.062500 Penalty: 826.352905 Iteration 0F: 3 clusters Score -496488.1 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -499162.187500 Penalty: 826.352905 Iteration 1F: 3 clusters Score -499162.2 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -499570.000000 Penalty: 826.352905 Iteration 2F: 3 clusters Score -499570 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -499932.593750 Penalty: 826.352905 Iteration 3F: 3 clusters Score -499932.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -500277.343750 Penalty: 826.352905 Iteration 4F: 3 clusters Score -500277.3 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -500628.406250 Penalty: 826.352905 Iteration 5F: 3 clusters Score -500628.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -500950.281250 Penalty: 826.352905 Iteration 6Q: 3 clusters Score -500950.3 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -501137.250000 Penalty: 826.352905 Iteration 7Q: 3 clusters Score -501137.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -501249.031250 Penalty: 826.352905 Iteration 8Q: 3 clusters Score -501249 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -501330.843750 Penalty: 826.352905 Iteration 9Q: 3 clusters Score -501330.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -501401.312500 Penalty: 826.352905 Iteration 10Q: 3 clusters Score -501401.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -501460.625000 Penalty: 826.352905 Iteration 11Q: 3 clusters Score -501460.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -501528.843750 Penalty: 826.352905 Iteration 12Q: 3 clusters Score -501528.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -501596.718750 Penalty: 826.352905 Iteration 13Q: 3 clusters Score -501596.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -501669.468750 Penalty: 826.352905 Iteration 14Q: 3 clusters Score -501669.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -501748.750000 Penalty: 826.352905 Iteration 15Q: 3 clusters Score -501748.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -501805.062500 Penalty: 826.352905 Iteration 16Q: 3 clusters Score -501805.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -501843.062500 Penalty: 826.352905 Iteration 17Q: 3 clusters Score -501843.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -501875.718750 Penalty: 826.352905 Iteration 18Q: 3 clusters Score -501875.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -501899.968750 Penalty: 826.352905 Iteration 19Q: 3 clusters Score -501900 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -501914.468750 Penalty: 826.352905 Iteration 20F: 3 clusters Score -501914.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -501935.125000 Penalty: 826.352905 Iteration 21Q: 3 clusters Score -501935.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -501955.875000 Penalty: 826.352905 Iteration 22Q: 3 clusters Score -501955.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -501967.531250 Penalty: 826.352905 Iteration 23Q: 3 clusters Score -501967.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -501978.187500 Penalty: 826.352905 Iteration 24Q: 3 clusters Score -501978.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -501990.656250 Penalty: 826.352905 Iteration 25Q: 3 clusters Score -501990.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -502002.718750 Penalty: 826.352905 Iteration 26Q: 3 clusters Score -502002.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -502013.625000 Penalty: 826.352905 Iteration 27Q: 3 clusters Score -502013.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -502019.468750 Penalty: 826.352905 Iteration 28Q: 3 clusters Score -502019.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -502026.875000 Penalty: 826.352905 Iteration 29Q: 3 clusters Score -502026.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -502033.406250 Penalty: 826.352905 Iteration 30Q: 3 clusters Score -502033.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -502037.062500 Penalty: 826.352905 Iteration 31Q: 3 clusters Score -502037.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -502038.718750 Penalty: 826.352905 Iteration 32Q: 3 clusters Score -502038.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -502041.312500 Penalty: 826.352905 Iteration 33Q: 3 clusters Score -502041.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -502042.562500 Penalty: 826.352905 Iteration 34Q: 3 clusters Score -502042.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -502043.218750 Penalty: 826.352905 Iteration 35Q: 3 clusters Score -502043.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -502044.875000 Penalty: 826.352905 Iteration 36Q: 3 clusters Score -502044.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -502044.781250 Penalty: 826.352905 Iteration 37Q: 3 clusters Score -502044.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -502044.875000 Penalty: 826.352905 Iteration 38Q: 3 clusters Score -502044.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -502046.937500 Penalty: 826.352905 Iteration 39Q: 3 clusters Score -502046.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -502046.218750 Penalty: 826.352905 Iteration 40F: 3 clusters Score -502046.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Entering Unmasked Estep Score: -19059.648438 Penalty: 279.462708 Iteration 0F: 2 clusters Score -19059.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -18601.613281 Penalty: 558.925415 Iteration 0F: 3 clusters Score -18601.61 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -18771.058594 Penalty: 558.925415 Iteration 1F: 3 clusters Score -18771.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -18846.796875 Penalty: 558.925415 Iteration 2F: 3 clusters Score -18846.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -18889.625000 Penalty: 558.925415 Iteration 3F: 3 clusters Score -18889.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -18899.083984 Penalty: 558.925415 Iteration 4Q: 3 clusters Score -18899.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -18908.308594 Penalty: 558.925415 Iteration 5Q: 3 clusters Score -18908.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -18911.554688 Penalty: 558.925415 Iteration 6Q: 3 clusters Score -18911.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -18914.937500 Penalty: 558.925415 Iteration 7Q: 3 clusters Score -18914.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -18920.267578 Penalty: 558.925415 Iteration 8Q: 3 clusters Score -18920.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -18927.363281 Penalty: 558.925415 Iteration 9Q: 3 clusters Score -18927.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -18944.226562 Penalty: 558.925415 Iteration 10Q: 3 clusters Score -18944.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -18964.281250 Penalty: 558.925415 Iteration 11Q: 3 clusters Score -18964.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -18974.062500 Penalty: 558.925415 Iteration 12Q: 3 clusters Score -18974.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18978.318359 Penalty: 558.925415 Iteration 13Q: 3 clusters Score -18978.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -18981.544922 Penalty: 558.925415 Iteration 14Q: 3 clusters Score -18981.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -18982.271484 Penalty: 558.925415 Iteration 15Q: 3 clusters Score -18982.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -18982.271484 Penalty: 558.925415 Iteration 16F: 3 clusters Score -18982.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Entering Unmasked Estep Score: -269321.125000 Penalty: 393.486084 Iteration 0F: 2 clusters Score -269321.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -265497.125000 Penalty: 786.972168 Iteration 0F: 3 clusters Score -265497.1 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -267079.781250 Penalty: 786.972168 Iteration 1F: 3 clusters Score -267079.8 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -267424.468750 Penalty: 786.972168 Iteration 2F: 3 clusters Score -267424.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -267801.062500 Penalty: 786.972168 Iteration 3F: 3 clusters Score -267801.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -268137.531250 Penalty: 786.972168 Iteration 4F: 3 clusters Score -268137.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -268408.968750 Penalty: 786.972168 Iteration 5F: 3 clusters Score -268409 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -268606.281250 Penalty: 786.972168 Iteration 6Q: 3 clusters Score -268606.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -268729.156250 Penalty: 786.972168 Iteration 7Q: 3 clusters Score -268729.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -268841.312500 Penalty: 786.972168 Iteration 8Q: 3 clusters Score -268841.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -268939.812500 Penalty: 786.972168 Iteration 9Q: 3 clusters Score -268939.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -268994.312500 Penalty: 786.972168 Iteration 10Q: 3 clusters Score -268994.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -269036.125000 Penalty: 786.972168 Iteration 11Q: 3 clusters Score -269036.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -269076.250000 Penalty: 786.972168 Iteration 12Q: 3 clusters Score -269076.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -269106.593750 Penalty: 786.972168 Iteration 13Q: 3 clusters Score -269106.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -269139.062500 Penalty: 786.972168 Iteration 14Q: 3 clusters Score -269139.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -269163.500000 Penalty: 786.972168 Iteration 15Q: 3 clusters Score -269163.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -269184.062500 Penalty: 786.972168 Iteration 16Q: 3 clusters Score -269184.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -269198.312500 Penalty: 786.972168 Iteration 17Q: 3 clusters Score -269198.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -269205.562500 Penalty: 786.972168 Iteration 18Q: 3 clusters Score -269205.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -269208.750000 Penalty: 786.972168 Iteration 19Q: 3 clusters Score -269208.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -269211.875000 Penalty: 786.972168 Iteration 20F: 3 clusters Score -269211.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -269212.562500 Penalty: 786.972168 Iteration 21Q: 3 clusters Score -269212.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -269213.781250 Penalty: 786.972168 Iteration 22Q: 3 clusters Score -269213.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -269213.562500 Penalty: 786.972168 Iteration 23Q: 3 clusters Score -269213.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -269213.687500 Penalty: 786.972168 Iteration 24Q: 3 clusters Score -269213.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -269214.000000 Penalty: 786.972168 Iteration 25Q: 3 clusters Score -269214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -269213.781250 Penalty: 786.972168 Iteration 26Q: 3 clusters Score -269213.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -269213.781250 Penalty: 786.972168 Iteration 27F: 3 clusters Score -269213.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Entering Unmasked Estep Score: -205058.437500 Penalty: 375.331879 Iteration 0F: 2 clusters Score -205058.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -202483.953125 Penalty: 750.663757 Iteration 0F: 3 clusters Score -202484 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -203389.109375 Penalty: 750.663757 Iteration 1F: 3 clusters Score -203389.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -203499.781250 Penalty: 750.663757 Iteration 2F: 3 clusters Score -203499.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -203612.875000 Penalty: 750.663757 Iteration 3F: 3 clusters Score -203612.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -203739.265625 Penalty: 750.663757 Iteration 4F: 3 clusters Score -203739.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -203901.281250 Penalty: 750.663757 Iteration 5F: 3 clusters Score -203901.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -204026.625000 Penalty: 750.663757 Iteration 6F: 3 clusters Score -204026.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -204114.171875 Penalty: 750.663757 Iteration 7Q: 3 clusters Score -204114.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -204177.312500 Penalty: 750.663757 Iteration 8Q: 3 clusters Score -204177.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -204208.671875 Penalty: 750.663757 Iteration 9Q: 3 clusters Score -204208.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -204231.609375 Penalty: 750.663757 Iteration 10Q: 3 clusters Score -204231.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -204244.046875 Penalty: 750.663757 Iteration 11Q: 3 clusters Score -204244 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -204252.062500 Penalty: 750.663757 Iteration 12Q: 3 clusters Score -204252.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -204256.953125 Penalty: 750.663757 Iteration 13Q: 3 clusters Score -204257 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -204259.906250 Penalty: 750.663757 Iteration 14Q: 3 clusters Score -204259.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -204267.859375 Penalty: 750.663757 Iteration 15Q: 3 clusters Score -204267.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -204274.062500 Penalty: 750.663757 Iteration 16Q: 3 clusters Score -204274.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -204280.171875 Penalty: 750.663757 Iteration 17Q: 3 clusters Score -204280.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -204286.796875 Penalty: 750.663757 Iteration 18Q: 3 clusters Score -204286.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -204291.593750 Penalty: 750.663757 Iteration 19Q: 3 clusters Score -204291.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -204294.578125 Penalty: 750.663757 Iteration 20F: 3 clusters Score -204294.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -204297.625000 Penalty: 750.663757 Iteration 21Q: 3 clusters Score -204297.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -204299.078125 Penalty: 750.663757 Iteration 22Q: 3 clusters Score -204299.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -204301.656250 Penalty: 750.663757 Iteration 23Q: 3 clusters Score -204301.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -204303.921875 Penalty: 750.663757 Iteration 24Q: 3 clusters Score -204303.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -204306.281250 Penalty: 750.663757 Iteration 25Q: 3 clusters Score -204306.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -204309.281250 Penalty: 750.663757 Iteration 26Q: 3 clusters Score -204309.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -204314.562500 Penalty: 750.663757 Iteration 27Q: 3 clusters Score -204314.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -204318.328125 Penalty: 750.663757 Iteration 28Q: 3 clusters Score -204318.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -204322.578125 Penalty: 750.663757 Iteration 29Q: 3 clusters Score -204322.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -204330.078125 Penalty: 750.663757 Iteration 30Q: 3 clusters Score -204330.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -204337.625000 Penalty: 750.663757 Iteration 31Q: 3 clusters Score -204337.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -204340.765625 Penalty: 750.663757 Iteration 32Q: 3 clusters Score -204340.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -204343.843750 Penalty: 750.663757 Iteration 33Q: 3 clusters Score -204343.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -204347.718750 Penalty: 750.663757 Iteration 34Q: 3 clusters Score -204347.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -204353.125000 Penalty: 750.663757 Iteration 35Q: 3 clusters Score -204353.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -204357.187500 Penalty: 750.663757 Iteration 36Q: 3 clusters Score -204357.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -204362.796875 Penalty: 750.663757 Iteration 37Q: 3 clusters Score -204362.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -204366.000000 Penalty: 750.663757 Iteration 38Q: 3 clusters Score -204366 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -204369.343750 Penalty: 750.663757 Iteration 39Q: 3 clusters Score -204369.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -204371.515625 Penalty: 750.663757 Iteration 40F: 3 clusters Score -204371.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -204374.375000 Penalty: 750.663757 Iteration 41Q: 3 clusters Score -204374.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -204376.000000 Penalty: 750.663757 Iteration 42Q: 3 clusters Score -204376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -204377.812500 Penalty: 750.663757 Iteration 43Q: 3 clusters Score -204377.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -204380.984375 Penalty: 750.663757 Iteration 44Q: 3 clusters Score -204381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -204383.531250 Penalty: 750.663757 Iteration 45Q: 3 clusters Score -204383.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -204386.515625 Penalty: 750.663757 Iteration 46Q: 3 clusters Score -204386.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -204389.421875 Penalty: 750.663757 Iteration 47Q: 3 clusters Score -204389.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -204391.359375 Penalty: 750.663757 Iteration 48Q: 3 clusters Score -204391.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -204393.171875 Penalty: 750.663757 Iteration 49Q: 3 clusters Score -204393.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -204394.578125 Penalty: 750.663757 Iteration 50Q: 3 clusters Score -204394.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -204398.312500 Penalty: 750.663757 Iteration 51Q: 3 clusters Score -204398.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -204401.953125 Penalty: 750.663757 Iteration 52Q: 3 clusters Score -204402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -204405.687500 Penalty: 750.663757 Iteration 53Q: 3 clusters Score -204405.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -204409.703125 Penalty: 750.663757 Iteration 54Q: 3 clusters Score -204409.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -204412.656250 Penalty: 750.663757 Iteration 55Q: 3 clusters Score -204412.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -204417.421875 Penalty: 750.663757 Iteration 56Q: 3 clusters Score -204417.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -204420.640625 Penalty: 750.663757 Iteration 57Q: 3 clusters Score -204420.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -204422.531250 Penalty: 750.663757 Iteration 58Q: 3 clusters Score -204422.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -204424.265625 Penalty: 750.663757 Iteration 59Q: 3 clusters Score -204424.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -204426.953125 Penalty: 750.663757 Iteration 60F: 3 clusters Score -204427 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -204432.109375 Penalty: 750.663757 Iteration 61Q: 3 clusters Score -204432.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -204436.562500 Penalty: 750.663757 Iteration 62Q: 3 clusters Score -204436.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -204437.906250 Penalty: 750.663757 Iteration 63Q: 3 clusters Score -204437.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -204441.234375 Penalty: 750.663757 Iteration 64Q: 3 clusters Score -204441.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -204443.609375 Penalty: 750.663757 Iteration 65Q: 3 clusters Score -204443.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -204445.156250 Penalty: 750.663757 Iteration 66Q: 3 clusters Score -204445.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -204447.234375 Penalty: 750.663757 Iteration 67Q: 3 clusters Score -204447.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -204452.625000 Penalty: 750.663757 Iteration 68Q: 3 clusters Score -204452.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -204460.828125 Penalty: 750.663757 Iteration 69Q: 3 clusters Score -204460.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -204471.281250 Penalty: 750.663757 Iteration 70Q: 3 clusters Score -204471.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -204488.875000 Penalty: 750.663757 Iteration 71Q: 3 clusters Score -204488.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -204506.781250 Penalty: 750.663757 Iteration 72Q: 3 clusters Score -204506.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -204520.359375 Penalty: 750.663757 Iteration 73Q: 3 clusters Score -204520.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -204537.625000 Penalty: 750.663757 Iteration 74Q: 3 clusters Score -204537.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -204563.812500 Penalty: 750.663757 Iteration 75Q: 3 clusters Score -204563.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -204588.640625 Penalty: 750.663757 Iteration 76Q: 3 clusters Score -204588.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -204602.984375 Penalty: 750.663757 Iteration 77Q: 3 clusters Score -204603 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -204616.968750 Penalty: 750.663757 Iteration 78Q: 3 clusters Score -204617 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -204629.500000 Penalty: 750.663757 Iteration 79Q: 3 clusters Score -204629.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -204640.906250 Penalty: 750.663757 Iteration 80F: 3 clusters Score -204640.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -204655.406250 Penalty: 750.663757 Iteration 81Q: 3 clusters Score -204655.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -204665.171875 Penalty: 750.663757 Iteration 82Q: 3 clusters Score -204665.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -204677.359375 Penalty: 750.663757 Iteration 83Q: 3 clusters Score -204677.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -204692.187500 Penalty: 750.663757 Iteration 84Q: 3 clusters Score -204692.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -204699.890625 Penalty: 750.663757 Iteration 85Q: 3 clusters Score -204699.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -204703.593750 Penalty: 750.663757 Iteration 86Q: 3 clusters Score -204703.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -204705.796875 Penalty: 750.663757 Iteration 87Q: 3 clusters Score -204705.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -204709.171875 Penalty: 750.663757 Iteration 88Q: 3 clusters Score -204709.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -204711.718750 Penalty: 750.663757 Iteration 89Q: 3 clusters Score -204711.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -204716.437500 Penalty: 750.663757 Iteration 90Q: 3 clusters Score -204716.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -204724.203125 Penalty: 750.663757 Iteration 91Q: 3 clusters Score -204724.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -204732.140625 Penalty: 750.663757 Iteration 92Q: 3 clusters Score -204732.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -204736.093750 Penalty: 750.663757 Iteration 93Q: 3 clusters Score -204736.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -204739.921875 Penalty: 750.663757 Iteration 94Q: 3 clusters Score -204739.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -204743.062500 Penalty: 750.663757 Iteration 95Q: 3 clusters Score -204743.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -204746.125000 Penalty: 750.663757 Iteration 96Q: 3 clusters Score -204746.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -204747.343750 Penalty: 750.663757 Iteration 97Q: 3 clusters Score -204747.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -204748.562500 Penalty: 750.663757 Iteration 98Q: 3 clusters Score -204748.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -204750.140625 Penalty: 750.663757 Iteration 99Q: 3 clusters Score -204750.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -204752.328125 Penalty: 750.663757 Iteration 100F: 3 clusters Score -204752.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -204755.406250 Penalty: 750.663757 Iteration 101Q: 3 clusters Score -204755.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -204761.250000 Penalty: 750.663757 Iteration 102Q: 3 clusters Score -204761.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -204765.125000 Penalty: 750.663757 Iteration 103Q: 3 clusters Score -204765.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -204766.703125 Penalty: 750.663757 Iteration 104Q: 3 clusters Score -204766.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -204767.796875 Penalty: 750.663757 Iteration 105Q: 3 clusters Score -204767.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -204768.140625 Penalty: 750.663757 Iteration 106Q: 3 clusters Score -204768.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -204768.062500 Penalty: 750.663757 Iteration 107Q: 3 clusters Score -204768.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -204769.343750 Penalty: 750.663757 Iteration 108Q: 3 clusters Score -204769.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -204770.406250 Penalty: 750.663757 Iteration 109Q: 3 clusters Score -204770.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -204772.000000 Penalty: 750.663757 Iteration 110Q: 3 clusters Score -204772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -204773.750000 Penalty: 750.663757 Iteration 111Q: 3 clusters Score -204773.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -204776.859375 Penalty: 750.663757 Iteration 112Q: 3 clusters Score -204776.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -204780.062500 Penalty: 750.663757 Iteration 113Q: 3 clusters Score -204780.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -204782.578125 Penalty: 750.663757 Iteration 114Q: 3 clusters Score -204782.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -204784.421875 Penalty: 750.663757 Iteration 115Q: 3 clusters Score -204784.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -204785.734375 Penalty: 750.663757 Iteration 116Q: 3 clusters Score -204785.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -204787.656250 Penalty: 750.663757 Iteration 117Q: 3 clusters Score -204787.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -204791.187500 Penalty: 750.663757 Iteration 118Q: 3 clusters Score -204791.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -204795.968750 Penalty: 750.663757 Iteration 119Q: 3 clusters Score -204796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -204798.437500 Penalty: 750.663757 Iteration 120F: 3 clusters Score -204798.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -204800.062500 Penalty: 750.663757 Iteration 121Q: 3 clusters Score -204800.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -204800.343750 Penalty: 750.663757 Iteration 122Q: 3 clusters Score -204800.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -204800.609375 Penalty: 750.663757 Iteration 123Q: 3 clusters Score -204800.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -204800.609375 Penalty: 750.663757 Iteration 124F: 3 clusters Score -204800.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Entering Unmasked Estep Score: -9769.382812 Penalty: 241.073441 Iteration 0F: 2 clusters Score -9769.383 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9486.576172 Penalty: 482.146881 Iteration 0F: 3 clusters Score -9486.576 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9554.187500 Penalty: 482.146881 Iteration 1F: 3 clusters Score -9554.188 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9569.051758 Penalty: 482.146881 Iteration 2F: 3 clusters Score -9569.052 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9584.896484 Penalty: 482.146881 Iteration 3Q: 3 clusters Score -9584.896 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9598.215820 Penalty: 482.146881 Iteration 4Q: 3 clusters Score -9598.216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9610.445312 Penalty: 482.146881 Iteration 5Q: 3 clusters Score -9610.445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9616.619141 Penalty: 482.146881 Iteration 6Q: 3 clusters Score -9616.619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9617.684570 Penalty: 482.146881 Iteration 7Q: 3 clusters Score -9617.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9617.684570 Penalty: 482.146881 Iteration 8F: 3 clusters Score -9617.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20181 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3058 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8944 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43195 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119208 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381724.000000 Penalty: 15299.242188 Iteration 119Q: 27 clusters Score -2.138172e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6480 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20201 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3055 members Mstep: Class 9 contains 6031 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8923 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119214 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8785 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381698.000000 Penalty: 15299.242188 Iteration 120F: 27 clusters Score -2.13817e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6480 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20216 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3053 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8904 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119217 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381706.000000 Penalty: 15299.242188 Iteration 121Q: 27 clusters Score -2.138171e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 418 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20236 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6034 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8878 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119221 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8788 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3825 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381700.000000 Penalty: 15299.242188 Iteration 122Q: 27 clusters Score -2.13817e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20259 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6035 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8852 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119224 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8788 members Mstep: Class 24 contains 465 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3826 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381700.000000 Penalty: 15299.242188 Iteration 123Q: 27 clusters Score -2.13817e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20276 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8833 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119225 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 463 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3826 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381684.000000 Penalty: 15299.242188 Iteration 124Q: 27 clusters Score -2.138168e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20292 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3050 members Mstep: Class 9 contains 6040 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8820 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119223 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3826 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381694.000000 Penalty: 15299.242188 Iteration 125Q: 27 clusters Score -2.138169e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3046 members Mstep: Class 9 contains 6040 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8807 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43193 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1978 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119230 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3826 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381690.000000 Penalty: 15299.242188 Iteration 126Q: 27 clusters Score -2.138169e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20304 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3047 members Mstep: Class 9 contains 6039 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8799 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43193 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1978 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119237 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3826 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381694.000000 Penalty: 15299.242188 Iteration 127Q: 27 clusters Score -2.138169e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20307 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8791 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1976 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119240 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5696 members Mstep: Class 26 contains 3827 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381678.000000 Penalty: 15299.242188 Iteration 128Q: 27 clusters Score -2.138168e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 6482 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20310 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1973 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119240 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3828 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381688.000000 Penalty: 15299.242188 Iteration 129Q: 27 clusters Score -2.138169e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20315 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8781 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1969 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119242 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3828 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381688.000000 Penalty: 15299.242188 Iteration 130Q: 27 clusters Score -2.138169e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20316 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3053 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8779 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1968 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119244 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3828 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381686.000000 Penalty: 15299.242188 Iteration 131Q: 27 clusters Score -2.138169e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20315 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6039 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8780 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1969 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119244 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3829 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381694.000000 Penalty: 15299.242188 Iteration 132Q: 27 clusters Score -2.138169e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20321 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6039 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8774 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1969 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119244 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3829 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381688.000000 Penalty: 15299.242188 Iteration 133Q: 27 clusters Score -2.138169e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20326 members Mstep: Class 7 contains 26685 members Mstep: Class 8 contains 3051 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8765 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1972 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119244 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3830 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381692.000000 Penalty: 15299.242188 Iteration 134Q: 27 clusters Score -2.138169e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20330 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3050 members Mstep: Class 9 contains 6035 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8756 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43194 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1977 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119249 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5696 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381678.000000 Penalty: 15299.242188 Iteration 135Q: 27 clusters Score -2.138168e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20336 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3048 members Mstep: Class 9 contains 6032 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8752 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43192 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 1980 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119251 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5696 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381668.000000 Penalty: 15299.242188 Iteration 136Q: 27 clusters Score -2.138167e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20336 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3046 members Mstep: Class 9 contains 6029 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8749 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1985 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119255 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8787 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5696 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381672.000000 Penalty: 15299.242188 Iteration 137Q: 27 clusters Score -2.138167e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20336 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3047 members Mstep: Class 9 contains 6026 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8747 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1989 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119256 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5696 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381666.000000 Penalty: 15299.242188 Iteration 138Q: 27 clusters Score -2.138167e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20340 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3049 members Mstep: Class 9 contains 6020 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8742 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1993 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119256 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381678.000000 Penalty: 15299.242188 Iteration 139Q: 27 clusters Score -2.138168e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20341 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3050 members Mstep: Class 9 contains 6017 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8739 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 1997 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119256 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381674.000000 Penalty: 15299.242188 Iteration 140F: 27 clusters Score -2.138167e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20339 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3052 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8735 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2000 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119258 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381682.000000 Penalty: 15299.242188 Iteration 141Q: 27 clusters Score -2.138168e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20334 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3049 members Mstep: Class 9 contains 6020 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8733 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2005 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119259 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381666.000000 Penalty: 15299.242188 Iteration 142Q: 27 clusters Score -2.138167e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20325 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3048 members Mstep: Class 9 contains 6028 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8734 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2007 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119258 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5697 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381670.000000 Penalty: 15299.242188 Iteration 143Q: 27 clusters Score -2.138167e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20319 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3046 members Mstep: Class 9 contains 6035 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8733 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119258 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5698 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381664.000000 Penalty: 15299.242188 Iteration 144Q: 27 clusters Score -2.138166e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20315 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3044 members Mstep: Class 9 contains 6037 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8731 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2012 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2206 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5699 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381670.000000 Penalty: 15299.242188 Iteration 145Q: 27 clusters Score -2.138167e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20314 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3042 members Mstep: Class 9 contains 6037 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8726 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2016 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2207 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119259 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5700 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381660.000000 Penalty: 15299.242188 Iteration 146Q: 27 clusters Score -2.138166e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66636 members Mstep: Class 6 contains 20309 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3040 members Mstep: Class 9 contains 6038 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8725 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2022 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2208 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 462 members Mstep: Class 25 contains 5702 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381670.000000 Penalty: 15299.242188 Iteration 147Q: 27 clusters Score -2.138167e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66633 members Mstep: Class 6 contains 20308 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3038 members Mstep: Class 9 contains 6041 members Mstep: Class 10 contains 4434 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2023 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2211 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5703 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381686.000000 Penalty: 15299.242188 Iteration 148Q: 27 clusters Score -2.138169e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66631 members Mstep: Class 6 contains 20306 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3035 members Mstep: Class 9 contains 6044 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4738 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2213 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 5704 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381692.000000 Penalty: 15299.242188 Iteration 149Q: 27 clusters Score -2.138169e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20304 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6047 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381696.000000 Penalty: 15299.242188 Iteration 150Q: 27 clusters Score -2.13817e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 20302 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3035 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23647 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381698.000000 Penalty: 15299.242188 Iteration 151Q: 27 clusters Score -2.13817e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381694.000000 Penalty: 15299.242188 Iteration 152Q: 27 clusters Score -2.138169e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381694.000000 Penalty: 15299.242188 Iteration 153F: 27 clusters Score -2.138169e+07 nChanged 0 Entering ConstructFrom: Score: -21381694.000000 Penalty: 15299.242188 Entering ConstructFrom: Trying to split cluster 1 (1433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Entering Unmasked Estep Score: -59266.156250 Penalty: 330.672424 Iteration 0F: 2 clusters Score -59266.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -58174.800781 Penalty: 661.344849 Iteration 0F: 3 clusters Score -58174.8 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -58654.117188 Penalty: 661.344849 Iteration 1F: 3 clusters Score -58654.12 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -58864.863281 Penalty: 661.344849 Iteration 2F: 3 clusters Score -58864.86 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -59018.105469 Penalty: 661.344849 Iteration 3F: 3 clusters Score -59018.11 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -59117.632812 Penalty: 661.344849 Iteration 4F: 3 clusters Score -59117.63 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -59166.988281 Penalty: 661.344849 Iteration 5F: 3 clusters Score -59166.99 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -59189.601562 Penalty: 661.344849 Iteration 6Q: 3 clusters Score -59189.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -59204.527344 Penalty: 661.344849 Iteration 7Q: 3 clusters Score -59204.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -59211.375000 Penalty: 661.344849 Iteration 8Q: 3 clusters Score -59211.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -59214.375000 Penalty: 661.344849 Iteration 9Q: 3 clusters Score -59214.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -59215.785156 Penalty: 661.344849 Iteration 10Q: 3 clusters Score -59215.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -59217.125000 Penalty: 661.344849 Iteration 11Q: 3 clusters Score -59217.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -59218.210938 Penalty: 661.344849 Iteration 12Q: 3 clusters Score -59218.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -59219.511719 Penalty: 661.344849 Iteration 13Q: 3 clusters Score -59219.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -59220.113281 Penalty: 661.344849 Iteration 14Q: 3 clusters Score -59220.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -59220.828125 Penalty: 661.344849 Iteration 15Q: 3 clusters Score -59220.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -59221.421875 Penalty: 661.344849 Iteration 16Q: 3 clusters Score -59221.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -59222.121094 Penalty: 661.344849 Iteration 17Q: 3 clusters Score -59222.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -59222.734375 Penalty: 661.344849 Iteration 18Q: 3 clusters Score -59222.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -59222.734375 Penalty: 661.344849 Iteration 19F: 3 clusters Score -59222.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Entering Unmasked Estep Score: -340780.625000 Penalty: 399.364746 Iteration 0F: 2 clusters Score -340780.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -336451.937500 Penalty: 798.729492 Iteration 0F: 3 clusters Score -336451.9 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -338532.062500 Penalty: 798.729492 Iteration 1F: 3 clusters Score -338532.1 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -338991.906250 Penalty: 798.729492 Iteration 2F: 3 clusters Score -338991.9 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -339425.218750 Penalty: 798.729492 Iteration 3F: 3 clusters Score -339425.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -339767.718750 Penalty: 798.729492 Iteration 4F: 3 clusters Score -339767.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -340010.968750 Penalty: 798.729492 Iteration 5F: 3 clusters Score -340011 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -340161.593750 Penalty: 798.729492 Iteration 6Q: 3 clusters Score -340161.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -340263.500000 Penalty: 798.729492 Iteration 7Q: 3 clusters Score -340263.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -340379.562500 Penalty: 798.729492 Iteration 8Q: 3 clusters Score -340379.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -340511.812500 Penalty: 798.729492 Iteration 9Q: 3 clusters Score -340511.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -340612.437500 Penalty: 798.729492 Iteration 10Q: 3 clusters Score -340612.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -340668.031250 Penalty: 798.729492 Iteration 11Q: 3 clusters Score -340668 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -340708.218750 Penalty: 798.729492 Iteration 12Q: 3 clusters Score -340708.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -340744.562500 Penalty: 798.729492 Iteration 13Q: 3 clusters Score -340744.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -340768.750000 Penalty: 798.729492 Iteration 14Q: 3 clusters Score -340768.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -340784.718750 Penalty: 798.729492 Iteration 15Q: 3 clusters Score -340784.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -340796.187500 Penalty: 798.729492 Iteration 16Q: 3 clusters Score -340796.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -340806.968750 Penalty: 798.729492 Iteration 17Q: 3 clusters Score -340807 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -340815.093750 Penalty: 798.729492 Iteration 18Q: 3 clusters Score -340815.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -340820.750000 Penalty: 798.729492 Iteration 19Q: 3 clusters Score -340820.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -340823.281250 Penalty: 798.729492 Iteration 20F: 3 clusters Score -340823.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -340825.281250 Penalty: 798.729492 Iteration 21Q: 3 clusters Score -340825.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -340828.812500 Penalty: 798.729492 Iteration 22Q: 3 clusters Score -340828.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -340831.750000 Penalty: 798.729492 Iteration 23Q: 3 clusters Score -340831.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -340834.531250 Penalty: 798.729492 Iteration 24Q: 3 clusters Score -340834.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -340837.625000 Penalty: 798.729492 Iteration 25Q: 3 clusters Score -340837.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -340838.468750 Penalty: 798.729492 Iteration 26Q: 3 clusters Score -340838.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -340839.656250 Penalty: 798.729492 Iteration 27Q: 3 clusters Score -340839.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -340839.750000 Penalty: 798.729492 Iteration 28Q: 3 clusters Score -340839.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -340840.156250 Penalty: 798.729492 Iteration 29Q: 3 clusters Score -340840.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -340840.437500 Penalty: 798.729492 Iteration 30Q: 3 clusters Score -340840.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -340839.968750 Penalty: 798.729492 Iteration 31Q: 3 clusters Score -340840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -340840.000000 Penalty: 798.729492 Iteration 32Q: 3 clusters Score -340840 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -340840.000000 Penalty: 798.729492 Iteration 33F: 3 clusters Score -340840 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 5431 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 1054 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381638.000000 Penalty: 15887.674805 Splitting cluster 2 changes total score from -21381694.000000 to -21381638.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -13616.863281 Penalty: 274.505432 Iteration 0F: 2 clusters Score -13616.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13195.557617 Penalty: 549.010864 Iteration 0F: 3 clusters Score -13195.56 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13369.590820 Penalty: 549.010864 Iteration 1F: 3 clusters Score -13369.59 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -13434.675781 Penalty: 549.010864 Iteration 2F: 3 clusters Score -13434.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13457.102539 Penalty: 549.010864 Iteration 3Q: 3 clusters Score -13457.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -13464.289062 Penalty: 549.010864 Iteration 4Q: 3 clusters Score -13464.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13480.461914 Penalty: 549.010864 Iteration 5Q: 3 clusters Score -13480.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13490.243164 Penalty: 549.010864 Iteration 6Q: 3 clusters Score -13490.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13500.310547 Penalty: 549.010864 Iteration 7Q: 3 clusters Score -13500.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13508.549805 Penalty: 549.010864 Iteration 8Q: 3 clusters Score -13508.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -13515.639648 Penalty: 549.010864 Iteration 9Q: 3 clusters Score -13515.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -13521.569336 Penalty: 549.010864 Iteration 10Q: 3 clusters Score -13521.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -13524.785156 Penalty: 549.010864 Iteration 11Q: 3 clusters Score -13524.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13526.317383 Penalty: 549.010864 Iteration 12Q: 3 clusters Score -13526.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13527.569336 Penalty: 549.010864 Iteration 13Q: 3 clusters Score -13527.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13527.569336 Penalty: 549.010864 Iteration 14F: 3 clusters Score -13527.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -108655.515625 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108655.5 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -109144.421875 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109144.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -109261.367188 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109261.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -109375.773438 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109375.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -109476.312500 Penalty: 686.966553 Iteration 4F: 3 clusters Score -109476.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -109571.101562 Penalty: 686.966553 Iteration 5F: 3 clusters Score -109571.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -109632.203125 Penalty: 686.966553 Iteration 6Q: 3 clusters Score -109632.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -109681.539062 Penalty: 686.966553 Iteration 7Q: 3 clusters Score -109681.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -109702.679688 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109702.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -109712.812500 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109712.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -109717.531250 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109717.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -109722.187500 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109722.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -109727.804688 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109727.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -109730.914062 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109730.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -109733.398438 Penalty: 686.966553 Iteration 14Q: 3 clusters Score -109733.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -109734.234375 Penalty: 686.966553 Iteration 15Q: 3 clusters Score -109734.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -109734.234375 Penalty: 686.966553 Iteration 16F: 3 clusters Score -109734.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66630 members Entering Unmasked Estep Score: -3642546.750000 Penalty: 505.364380 Iteration 0F: 2 clusters Score -3642547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33236 members Mstep: Class 2 contains 33394 members Entering Unmasked Estep Score: -3597644.750000 Penalty: 1010.728760 Iteration 0F: 3 clusters Score -3597645 nChanged 32321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 37059 members Entering Unmasked Estep Score: -3617338.750000 Penalty: 1010.728760 Iteration 1F: 3 clusters Score -3617339 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 39553 members Entering Unmasked Estep Score: -3619179.750000 Penalty: 1010.728760 Iteration 2F: 3 clusters Score -3619180 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23705 members Mstep: Class 2 contains 42925 members Entering Unmasked Estep Score: -3621885.250000 Penalty: 1010.728760 Iteration 3F: 3 clusters Score -3621885 nChanged 5036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19681 members Mstep: Class 2 contains 46949 members Entering Unmasked Estep Score: -3625333.750000 Penalty: 1010.728760 Iteration 4F: 3 clusters Score -3625334 nChanged 5079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 51358 members Entering Unmasked Estep Score: -3629293.250000 Penalty: 1010.728760 Iteration 5F: 3 clusters Score -3629293 nChanged 4644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 55642 members Entering Unmasked Estep Score: -3633161.500000 Penalty: 1010.728760 Iteration 6F: 3 clusters Score -3633162 nChanged 3794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 59298 members Entering Unmasked Estep Score: -3636480.250000 Penalty: 1010.728760 Iteration 7F: 3 clusters Score -3636480 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 61984 members Entering Unmasked Estep Score: -3638811.750000 Penalty: 1010.728760 Iteration 8Q: 3 clusters Score -3638812 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 63801 members Entering Unmasked Estep Score: -3640287.500000 Penalty: 1010.728760 Iteration 9Q: 3 clusters Score -3640288 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 64941 members Entering Unmasked Estep Score: -3641106.000000 Penalty: 1010.728760 Iteration 10Q: 3 clusters Score -3641106 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 65649 members Entering Unmasked Estep Score: -3641606.750000 Penalty: 1010.728760 Iteration 11Q: 3 clusters Score -3641607 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 66046 members Entering Unmasked Estep Score: -3641859.000000 Penalty: 1010.728760 Iteration 12Q: 3 clusters Score -3641859 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 66252 members Entering Unmasked Estep Score: -3642000.000000 Penalty: 1010.728760 Iteration 13Q: 3 clusters Score -3642000 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 66346 members Entering Unmasked Estep Score: -3642063.000000 Penalty: 1010.728760 Iteration 14Q: 3 clusters Score -3642063 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 66391 members Entering Unmasked Estep Score: -3642102.000000 Penalty: 1010.728760 Iteration 15Q: 3 clusters Score -3642102 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 66423 members Entering Unmasked Estep Score: -3642124.000000 Penalty: 1010.728760 Iteration 16Q: 3 clusters Score -3642124 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 66433 members Entering Unmasked Estep Score: -3642129.250000 Penalty: 1010.728760 Iteration 17Q: 3 clusters Score -3642129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 66437 members Entering Unmasked Estep Score: -3642137.000000 Penalty: 1010.728760 Iteration 18Q: 3 clusters Score -3642137 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 66441 members Entering Unmasked Estep Score: -3642138.500000 Penalty: 1010.728760 Iteration 19Q: 3 clusters Score -3642138 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 66453 members Entering Unmasked Estep Score: -3642148.500000 Penalty: 1010.728760 Iteration 20F: 3 clusters Score -3642148 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 66459 members Entering Unmasked Estep Score: -3642157.750000 Penalty: 1010.728760 Iteration 21Q: 3 clusters Score -3642158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 66463 members Entering Unmasked Estep Score: -3642160.750000 Penalty: 1010.728760 Iteration 22Q: 3 clusters Score -3642161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 66463 members Entering Unmasked Estep Score: -3642161.000000 Penalty: 1010.728760 Iteration 23Q: 3 clusters Score -3642161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 66463 members Entering Unmasked Estep Score: -3642165.000000 Penalty: 1010.728760 Iteration 24Q: 3 clusters Score -3642165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 66465 members Entering Unmasked Estep Score: -3642161.750000 Penalty: 1010.728760 Iteration 25Q: 3 clusters Score -3642162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 66467 members Entering Unmasked Estep Score: -3642165.000000 Penalty: 1010.728760 Iteration 26Q: 3 clusters Score -3642165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 66467 members Entering Unmasked Estep Score: -3642165.750000 Penalty: 1010.728760 Iteration 27Q: 3 clusters Score -3642166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 66468 members Entering Unmasked Estep Score: -3642166.500000 Penalty: 1010.728760 Iteration 28Q: 3 clusters Score -3642166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 66468 members Entering Unmasked Estep Score: -3642166.500000 Penalty: 1010.728760 Iteration 29F: 3 clusters Score -3642166 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (20301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20301 members Entering Unmasked Estep Score: -1052786.500000 Penalty: 451.288361 Iteration 0F: 2 clusters Score -1052786 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -1039199.375000 Penalty: 902.576721 Iteration 0F: 3 clusters Score -1039199 nChanged 9773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -1045067.437500 Penalty: 902.576721 Iteration 1F: 3 clusters Score -1045067 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1045791.000000 Penalty: 902.576721 Iteration 2F: 3 clusters Score -1045791 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1046682.125000 Penalty: 902.576721 Iteration 3F: 3 clusters Score -1046682 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1047760.187500 Penalty: 902.576721 Iteration 4F: 3 clusters Score -1047760 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16191 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1048894.375000 Penalty: 902.576721 Iteration 5F: 3 clusters Score -1048894 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1049993.000000 Penalty: 902.576721 Iteration 6F: 3 clusters Score -1049993 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18561 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1050946.625000 Penalty: 902.576721 Iteration 7F: 3 clusters Score -1050947 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1051685.250000 Penalty: 902.576721 Iteration 8Q: 3 clusters Score -1051685 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19864 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1052080.875000 Penalty: 902.576721 Iteration 9Q: 3 clusters Score -1052081 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20069 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -1052258.000000 Penalty: 902.576721 Iteration 10Q: 3 clusters Score -1052258 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20158 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1052347.250000 Penalty: 902.576721 Iteration 11Q: 3 clusters Score -1052347 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20182 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1052385.750000 Penalty: 902.576721 Iteration 12Q: 3 clusters Score -1052386 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20190 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1052412.125000 Penalty: 902.576721 Iteration 13Q: 3 clusters Score -1052412 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20191 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -1052430.375000 Penalty: 902.576721 Iteration 14Q: 3 clusters Score -1052430 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20191 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -1052452.625000 Penalty: 902.576721 Iteration 15Q: 3 clusters Score -1052453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20188 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -1052461.500000 Penalty: 902.576721 Iteration 16Q: 3 clusters Score -1052462 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20181 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1052468.000000 Penalty: 902.576721 Iteration 17Q: 3 clusters Score -1052468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1052469.625000 Penalty: 902.576721 Iteration 18Q: 3 clusters Score -1052470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20173 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1052473.750000 Penalty: 902.576721 Iteration 19Q: 3 clusters Score -1052474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20171 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1052476.125000 Penalty: 902.576721 Iteration 20F: 3 clusters Score -1052476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20170 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1052477.250000 Penalty: 902.576721 Iteration 21Q: 3 clusters Score -1052477 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20170 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1052477.250000 Penalty: 902.576721 Iteration 22F: 3 clusters Score -1052477 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26684 members Entering Unmasked Estep Score: -1493916.500000 Penalty: 463.727783 Iteration 0F: 2 clusters Score -1493916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13336 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -1476313.875000 Penalty: 927.455566 Iteration 0F: 3 clusters Score -1476314 nChanged 12719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -1484092.625000 Penalty: 927.455566 Iteration 1F: 3 clusters Score -1484093 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -1485051.750000 Penalty: 927.455566 Iteration 2F: 3 clusters Score -1485052 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 14445 members Entering Unmasked Estep Score: -1486511.375000 Penalty: 927.455566 Iteration 3F: 3 clusters Score -1486511 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -1488042.375000 Penalty: 927.455566 Iteration 4F: 3 clusters Score -1488042 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 15778 members Entering Unmasked Estep Score: -1489303.375000 Penalty: 927.455566 Iteration 5F: 3 clusters Score -1489303 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -1490075.625000 Penalty: 927.455566 Iteration 6F: 3 clusters Score -1490076 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 16817 members Entering Unmasked Estep Score: -1490485.500000 Penalty: 927.455566 Iteration 7Q: 3 clusters Score -1490486 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -1490771.625000 Penalty: 927.455566 Iteration 8Q: 3 clusters Score -1490772 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 17904 members Entering Unmasked Estep Score: -1491019.000000 Penalty: 927.455566 Iteration 9Q: 3 clusters Score -1491019 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -1491243.500000 Penalty: 927.455566 Iteration 10Q: 3 clusters Score -1491244 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 19069 members Entering Unmasked Estep Score: -1491499.250000 Penalty: 927.455566 Iteration 11Q: 3 clusters Score -1491499 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -1491745.250000 Penalty: 927.455566 Iteration 12Q: 3 clusters Score -1491745 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 20183 members Entering Unmasked Estep Score: -1491960.250000 Penalty: 927.455566 Iteration 13Q: 3 clusters Score -1491960 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -1492157.750000 Penalty: 927.455566 Iteration 14Q: 3 clusters Score -1492158 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -1492345.375000 Penalty: 927.455566 Iteration 15Q: 3 clusters Score -1492345 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -1492516.750000 Penalty: 927.455566 Iteration 16Q: 3 clusters Score -1492517 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 22072 members Entering Unmasked Estep Score: -1492690.625000 Penalty: 927.455566 Iteration 17Q: 3 clusters Score -1492691 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 22468 members Entering Unmasked Estep Score: -1492849.750000 Penalty: 927.455566 Iteration 18Q: 3 clusters Score -1492850 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -1492993.500000 Penalty: 927.455566 Iteration 19Q: 3 clusters Score -1492994 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 23191 members Entering Unmasked Estep Score: -1493133.250000 Penalty: 927.455566 Iteration 20F: 3 clusters Score -1493133 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 23484 members Entering Unmasked Estep Score: -1493230.500000 Penalty: 927.455566 Iteration 21Q: 3 clusters Score -1493230 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -1493330.750000 Penalty: 927.455566 Iteration 22Q: 3 clusters Score -1493331 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 24010 members Entering Unmasked Estep Score: -1493421.500000 Penalty: 927.455566 Iteration 23Q: 3 clusters Score -1493422 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -1493493.625000 Penalty: 927.455566 Iteration 24Q: 3 clusters Score -1493494 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 24420 members Entering Unmasked Estep Score: -1493553.375000 Penalty: 927.455566 Iteration 25Q: 3 clusters Score -1493553 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 24594 members Entering Unmasked Estep Score: -1493611.625000 Penalty: 927.455566 Iteration 26Q: 3 clusters Score -1493612 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 24728 members Entering Unmasked Estep Score: -1493642.750000 Penalty: 927.455566 Iteration 27Q: 3 clusters Score -1493643 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 24828 members Entering Unmasked Estep Score: -1493673.375000 Penalty: 927.455566 Iteration 28Q: 3 clusters Score -1493673 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 24931 members Entering Unmasked Estep Score: -1493699.500000 Penalty: 927.455566 Iteration 29Q: 3 clusters Score -1493700 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 25012 members Entering Unmasked Estep Score: -1493716.875000 Penalty: 927.455566 Iteration 30Q: 3 clusters Score -1493717 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 25085 members Entering Unmasked Estep Score: -1493729.750000 Penalty: 927.455566 Iteration 31Q: 3 clusters Score -1493730 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 25143 members Entering Unmasked Estep Score: -1493737.000000 Penalty: 927.455566 Iteration 32Q: 3 clusters Score -1493737 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 25200 members Entering Unmasked Estep Score: -1493750.625000 Penalty: 927.455566 Iteration 33Q: 3 clusters Score -1493751 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 25250 members Entering Unmasked Estep Score: -1493761.750000 Penalty: 927.455566 Iteration 34Q: 3 clusters Score -1493762 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 25302 members Entering Unmasked Estep Score: -1493772.625000 Penalty: 927.455566 Iteration 35Q: 3 clusters Score -1493773 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 25355 members Entering Unmasked Estep Score: -1493787.750000 Penalty: 927.455566 Iteration 36Q: 3 clusters Score -1493788 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 25402 members Entering Unmasked Estep Score: -1493796.375000 Penalty: 927.455566 Iteration 37Q: 3 clusters Score -1493796 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 25440 members Entering Unmasked Estep Score: -1493808.375000 Penalty: 927.455566 Iteration 38Q: 3 clusters Score -1493808 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 25469 members Entering Unmasked Estep Score: -1493813.375000 Penalty: 927.455566 Iteration 39Q: 3 clusters Score -1493813 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 25488 members Entering Unmasked Estep Score: -1493820.125000 Penalty: 927.455566 Iteration 40F: 3 clusters Score -1493820 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -1493826.125000 Penalty: 927.455566 Iteration 41Q: 3 clusters Score -1493826 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 25530 members Entering Unmasked Estep Score: -1493825.250000 Penalty: 927.455566 Iteration 42Q: 3 clusters Score -1493825 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 25538 members Entering Unmasked Estep Score: -1493827.500000 Penalty: 927.455566 Iteration 43Q: 3 clusters Score -1493828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 25542 members Entering Unmasked Estep Score: -1493825.250000 Penalty: 927.455566 Iteration 44Q: 3 clusters Score -1493825 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 25546 members Entering Unmasked Estep Score: -1493828.250000 Penalty: 927.455566 Iteration 45Q: 3 clusters Score -1493828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1493831.875000 Penalty: 927.455566 Iteration 46Q: 3 clusters Score -1493832 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 25561 members Entering Unmasked Estep Score: -1493830.625000 Penalty: 927.455566 Iteration 47Q: 3 clusters Score -1493831 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 25570 members Entering Unmasked Estep Score: -1493832.000000 Penalty: 927.455566 Iteration 48Q: 3 clusters Score -1493832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 25572 members Entering Unmasked Estep Score: -1493832.375000 Penalty: 927.455566 Iteration 49Q: 3 clusters Score -1493832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 25574 members Entering Unmasked Estep Score: -1493830.250000 Penalty: 927.455566 Iteration 50Q: 3 clusters Score -1493830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 25577 members Entering Unmasked Estep Score: -1493832.750000 Penalty: 927.455566 Iteration 51Q: 3 clusters Score -1493833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 25580 members Entering Unmasked Estep Score: -1493833.375000 Penalty: 927.455566 Iteration 52Q: 3 clusters Score -1493833 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 25587 members Entering Unmasked Estep Score: -1493833.125000 Penalty: 927.455566 Iteration 53Q: 3 clusters Score -1493833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 25590 members Entering Unmasked Estep Score: -1493836.750000 Penalty: 927.455566 Iteration 54Q: 3 clusters Score -1493837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 25593 members Entering Unmasked Estep Score: -1493836.375000 Penalty: 927.455566 Iteration 55Q: 3 clusters Score -1493836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 25593 members Entering Unmasked Estep Score: -1493836.875000 Penalty: 927.455566 Iteration 56Q: 3 clusters Score -1493837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 25593 members Entering Unmasked Estep Score: -1493836.875000 Penalty: 927.455566 Iteration 57F: 3 clusters Score -1493837 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Entering Unmasked Estep Score: -141181.718750 Penalty: 364.802490 Iteration 0F: 2 clusters Score -141181.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -139092.375000 Penalty: 729.604980 Iteration 0F: 3 clusters Score -139092.4 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -139807.406250 Penalty: 729.604980 Iteration 1F: 3 clusters Score -139807.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -139887.109375 Penalty: 729.604980 Iteration 2F: 3 clusters Score -139887.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -139949.718750 Penalty: 729.604980 Iteration 3F: 3 clusters Score -139949.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -140009.593750 Penalty: 729.604980 Iteration 4Q: 3 clusters Score -140009.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -140089.296875 Penalty: 729.604980 Iteration 5Q: 3 clusters Score -140089.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -140196.718750 Penalty: 729.604980 Iteration 6Q: 3 clusters Score -140196.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -140357.015625 Penalty: 729.604980 Iteration 7F: 3 clusters Score -140357 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -140517.187500 Penalty: 729.604980 Iteration 8F: 3 clusters Score -140517.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -140675.375000 Penalty: 729.604980 Iteration 9F: 3 clusters Score -140675.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -140788.718750 Penalty: 729.604980 Iteration 10Q: 3 clusters Score -140788.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -140847.406250 Penalty: 729.604980 Iteration 11Q: 3 clusters Score -140847.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -140889.265625 Penalty: 729.604980 Iteration 12Q: 3 clusters Score -140889.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -140916.781250 Penalty: 729.604980 Iteration 13Q: 3 clusters Score -140916.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -140923.015625 Penalty: 729.604980 Iteration 14Q: 3 clusters Score -140923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -140928.718750 Penalty: 729.604980 Iteration 15Q: 3 clusters Score -140928.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -140937.296875 Penalty: 729.604980 Iteration 16Q: 3 clusters Score -140937.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -140939.453125 Penalty: 729.604980 Iteration 17Q: 3 clusters Score -140939.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -140939.937500 Penalty: 729.604980 Iteration 18Q: 3 clusters Score -140939.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -140939.937500 Penalty: 729.604980 Iteration 19F: 3 clusters Score -140939.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Entering Unmasked Estep Score: -303016.593750 Penalty: 396.213043 Iteration 0F: 2 clusters Score -303016.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -298946.343750 Penalty: 792.426086 Iteration 0F: 3 clusters Score -298946.3 nChanged 2764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -300562.312500 Penalty: 792.426086 Iteration 1F: 3 clusters Score -300562.3 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -300796.843750 Penalty: 792.426086 Iteration 2F: 3 clusters Score -300796.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -301021.687500 Penalty: 792.426086 Iteration 3F: 3 clusters Score -301021.7 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -301207.656250 Penalty: 792.426086 Iteration 4F: 3 clusters Score -301207.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -301380.968750 Penalty: 792.426086 Iteration 5F: 3 clusters Score -301381 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -301556.500000 Penalty: 792.426086 Iteration 6Q: 3 clusters Score -301556.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -301710.281250 Penalty: 792.426086 Iteration 7Q: 3 clusters Score -301710.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -301836.156250 Penalty: 792.426086 Iteration 8Q: 3 clusters Score -301836.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -301916.781250 Penalty: 792.426086 Iteration 9Q: 3 clusters Score -301916.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -301969.500000 Penalty: 792.426086 Iteration 10Q: 3 clusters Score -301969.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -302013.406250 Penalty: 792.426086 Iteration 11Q: 3 clusters Score -302013.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -302047.812500 Penalty: 792.426086 Iteration 12Q: 3 clusters Score -302047.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -302077.125000 Penalty: 792.426086 Iteration 13Q: 3 clusters Score -302077.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -302101.937500 Penalty: 792.426086 Iteration 14Q: 3 clusters Score -302101.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -302128.343750 Penalty: 792.426086 Iteration 15Q: 3 clusters Score -302128.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -302162.375000 Penalty: 792.426086 Iteration 16Q: 3 clusters Score -302162.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -302192.531250 Penalty: 792.426086 Iteration 17Q: 3 clusters Score -302192.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -302226.468750 Penalty: 792.426086 Iteration 18Q: 3 clusters Score -302226.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -302260.281250 Penalty: 792.426086 Iteration 19Q: 3 clusters Score -302260.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -302289.531250 Penalty: 792.426086 Iteration 20F: 3 clusters Score -302289.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -302313.531250 Penalty: 792.426086 Iteration 21Q: 3 clusters Score -302313.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -302337.437500 Penalty: 792.426086 Iteration 22Q: 3 clusters Score -302337.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -302362.500000 Penalty: 792.426086 Iteration 23Q: 3 clusters Score -302362.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -302385.312500 Penalty: 792.426086 Iteration 24Q: 3 clusters Score -302385.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -302409.906250 Penalty: 792.426086 Iteration 25Q: 3 clusters Score -302409.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -302438.906250 Penalty: 792.426086 Iteration 26Q: 3 clusters Score -302438.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -302476.468750 Penalty: 792.426086 Iteration 27Q: 3 clusters Score -302476.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -302515.312500 Penalty: 792.426086 Iteration 28Q: 3 clusters Score -302515.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -302551.875000 Penalty: 792.426086 Iteration 29Q: 3 clusters Score -302551.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -302585.125000 Penalty: 792.426086 Iteration 30Q: 3 clusters Score -302585.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -302605.156250 Penalty: 792.426086 Iteration 31Q: 3 clusters Score -302605.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -302614.000000 Penalty: 792.426086 Iteration 32Q: 3 clusters Score -302614 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -302622.625000 Penalty: 792.426086 Iteration 33Q: 3 clusters Score -302622.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -302628.000000 Penalty: 792.426086 Iteration 34Q: 3 clusters Score -302628 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -302637.906250 Penalty: 792.426086 Iteration 35Q: 3 clusters Score -302637.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -302648.156250 Penalty: 792.426086 Iteration 36Q: 3 clusters Score -302648.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -302656.312500 Penalty: 792.426086 Iteration 37Q: 3 clusters Score -302656.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -302660.781250 Penalty: 792.426086 Iteration 38Q: 3 clusters Score -302660.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -302664.843750 Penalty: 792.426086 Iteration 39Q: 3 clusters Score -302664.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -302669.500000 Penalty: 792.426086 Iteration 40F: 3 clusters Score -302669.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -302675.781250 Penalty: 792.426086 Iteration 41Q: 3 clusters Score -302675.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -302681.593750 Penalty: 792.426086 Iteration 42Q: 3 clusters Score -302681.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -302683.593750 Penalty: 792.426086 Iteration 43Q: 3 clusters Score -302683.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -302684.781250 Penalty: 792.426086 Iteration 44Q: 3 clusters Score -302684.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -302689.718750 Penalty: 792.426086 Iteration 45Q: 3 clusters Score -302689.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -302692.906250 Penalty: 792.426086 Iteration 46Q: 3 clusters Score -302692.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -302696.343750 Penalty: 792.426086 Iteration 47Q: 3 clusters Score -302696.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -302698.468750 Penalty: 792.426086 Iteration 48Q: 3 clusters Score -302698.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -302701.156250 Penalty: 792.426086 Iteration 49Q: 3 clusters Score -302701.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -302702.250000 Penalty: 792.426086 Iteration 50Q: 3 clusters Score -302702.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -302704.562500 Penalty: 792.426086 Iteration 51Q: 3 clusters Score -302704.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -302704.687500 Penalty: 792.426086 Iteration 52Q: 3 clusters Score -302704.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -302704.687500 Penalty: 792.426086 Iteration 53F: 3 clusters Score -302704.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Entering Unmasked Estep Score: -250104.984375 Penalty: 382.055847 Iteration 0F: 2 clusters Score -250105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -246998.921875 Penalty: 764.111694 Iteration 0F: 3 clusters Score -246998.9 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -248222.375000 Penalty: 764.111694 Iteration 1F: 3 clusters Score -248222.4 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -248429.703125 Penalty: 764.111694 Iteration 2F: 3 clusters Score -248429.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -248679.453125 Penalty: 764.111694 Iteration 3F: 3 clusters Score -248679.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -248969.156250 Penalty: 764.111694 Iteration 4F: 3 clusters Score -248969.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -249256.921875 Penalty: 764.111694 Iteration 5F: 3 clusters Score -249256.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -249550.078125 Penalty: 764.111694 Iteration 6F: 3 clusters Score -249550.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -249726.890625 Penalty: 764.111694 Iteration 7Q: 3 clusters Score -249726.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -249845.187500 Penalty: 764.111694 Iteration 8Q: 3 clusters Score -249845.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -249913.890625 Penalty: 764.111694 Iteration 9Q: 3 clusters Score -249913.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -249968.015625 Penalty: 764.111694 Iteration 10Q: 3 clusters Score -249968 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -250016.484375 Penalty: 764.111694 Iteration 11Q: 3 clusters Score -250016.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -250046.578125 Penalty: 764.111694 Iteration 12Q: 3 clusters Score -250046.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -250068.875000 Penalty: 764.111694 Iteration 13Q: 3 clusters Score -250068.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -250090.062500 Penalty: 764.111694 Iteration 14Q: 3 clusters Score -250090.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -250107.234375 Penalty: 764.111694 Iteration 15Q: 3 clusters Score -250107.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -250115.890625 Penalty: 764.111694 Iteration 16Q: 3 clusters Score -250115.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -250119.875000 Penalty: 764.111694 Iteration 17Q: 3 clusters Score -250119.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -250123.484375 Penalty: 764.111694 Iteration 18Q: 3 clusters Score -250123.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -250126.296875 Penalty: 764.111694 Iteration 19Q: 3 clusters Score -250126.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -250127.031250 Penalty: 764.111694 Iteration 20F: 3 clusters Score -250127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -250126.812500 Penalty: 764.111694 Iteration 21Q: 3 clusters Score -250126.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -250126.812500 Penalty: 764.111694 Iteration 22F: 3 clusters Score -250126.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 3905 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 528 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381502.000000 Penalty: 15887.674805 Splitting cluster 10 changes total score from -21381694.000000 to -21381502.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -130687.765625 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130687.8 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -131360.656250 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131360.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -131452.140625 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131452.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -131558.765625 Penalty: 723.975586 Iteration 3F: 3 clusters Score -131558.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -131684.968750 Penalty: 723.975586 Iteration 4F: 3 clusters Score -131685 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -131821.968750 Penalty: 723.975586 Iteration 5F: 3 clusters Score -131822 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -131955.328125 Penalty: 723.975586 Iteration 6F: 3 clusters Score -131955.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -132080.671875 Penalty: 723.975586 Iteration 7F: 3 clusters Score -132080.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -132166.593750 Penalty: 723.975586 Iteration 8F: 3 clusters Score -132166.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -132227.734375 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -132227.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -132278.656250 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132278.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -132315.218750 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132315.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -132342.125000 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132342.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -132374.984375 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132375 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -132396.531250 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132396.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -132402.828125 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132402.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -132407.906250 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132407.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -132411.203125 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132411.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -132415.312500 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132415.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -132416.812500 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132416.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -132418.453125 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132418.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -132419.984375 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -132419.984375 Penalty: 723.975586 Iteration 22F: 3 clusters Score -132420 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Entering Unmasked Estep Score: -471419.468750 Penalty: 412.854187 Iteration 0F: 2 clusters Score -471419.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -465596.750000 Penalty: 825.708374 Iteration 0F: 3 clusters Score -465596.8 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -467984.343750 Penalty: 825.708374 Iteration 1F: 3 clusters Score -467984.3 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -468342.156250 Penalty: 825.708374 Iteration 2F: 3 clusters Score -468342.2 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -468829.218750 Penalty: 825.708374 Iteration 3F: 3 clusters Score -468829.2 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -469351.937500 Penalty: 825.708374 Iteration 4F: 3 clusters Score -469351.9 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -469839.562500 Penalty: 825.708374 Iteration 5F: 3 clusters Score -469839.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -470256.875000 Penalty: 825.708374 Iteration 6Q: 3 clusters Score -470256.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -470574.343750 Penalty: 825.708374 Iteration 7Q: 3 clusters Score -470574.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -470745.562500 Penalty: 825.708374 Iteration 8Q: 3 clusters Score -470745.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -470835.812500 Penalty: 825.708374 Iteration 9Q: 3 clusters Score -470835.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -470886.593750 Penalty: 825.708374 Iteration 10Q: 3 clusters Score -470886.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -470915.031250 Penalty: 825.708374 Iteration 11Q: 3 clusters Score -470915 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -470937.468750 Penalty: 825.708374 Iteration 12Q: 3 clusters Score -470937.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -470959.406250 Penalty: 825.708374 Iteration 13Q: 3 clusters Score -470959.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -470969.656250 Penalty: 825.708374 Iteration 14Q: 3 clusters Score -470969.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -470975.125000 Penalty: 825.708374 Iteration 15Q: 3 clusters Score -470975.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -470976.562500 Penalty: 825.708374 Iteration 16Q: 3 clusters Score -470976.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -470980.093750 Penalty: 825.708374 Iteration 17Q: 3 clusters Score -470980.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -470985.687500 Penalty: 825.708374 Iteration 18Q: 3 clusters Score -470985.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -470988.500000 Penalty: 825.708374 Iteration 19Q: 3 clusters Score -470988.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -470991.468750 Penalty: 825.708374 Iteration 20F: 3 clusters Score -470991.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -470996.406250 Penalty: 825.708374 Iteration 21Q: 3 clusters Score -470996.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -470997.625000 Penalty: 825.708374 Iteration 22Q: 3 clusters Score -470997.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -470998.562500 Penalty: 825.708374 Iteration 23Q: 3 clusters Score -470998.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -470999.562500 Penalty: 825.708374 Iteration 24Q: 3 clusters Score -470999.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -471000.125000 Penalty: 825.708374 Iteration 25Q: 3 clusters Score -471000.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -471001.437500 Penalty: 825.708374 Iteration 26Q: 3 clusters Score -471001.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -471001.250000 Penalty: 825.708374 Iteration 27Q: 3 clusters Score -471001.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -471001.031250 Penalty: 825.708374 Iteration 28Q: 3 clusters Score -471001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -471002.156250 Penalty: 825.708374 Iteration 29Q: 3 clusters Score -471002.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -471004.375000 Penalty: 825.708374 Iteration 30Q: 3 clusters Score -471004.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -471004.062500 Penalty: 825.708374 Iteration 31Q: 3 clusters Score -471004.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -471003.656250 Penalty: 825.708374 Iteration 32Q: 3 clusters Score -471003.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -471004.125000 Penalty: 825.708374 Iteration 33Q: 3 clusters Score -471004.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -471004.125000 Penalty: 825.708374 Iteration 34F: 3 clusters Score -471004.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Entering Unmasked Estep Score: -271765.093750 Penalty: 385.073761 Iteration 0F: 2 clusters Score -271765.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -268622.031250 Penalty: 770.147522 Iteration 0F: 3 clusters Score -268622 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -269822.812500 Penalty: 770.147522 Iteration 1F: 3 clusters Score -269822.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -269956.687500 Penalty: 770.147522 Iteration 2F: 3 clusters Score -269956.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -270103.750000 Penalty: 770.147522 Iteration 3F: 3 clusters Score -270103.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -270301.343750 Penalty: 770.147522 Iteration 4F: 3 clusters Score -270301.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -270551.593750 Penalty: 770.147522 Iteration 5F: 3 clusters Score -270551.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -270832.437500 Penalty: 770.147522 Iteration 6F: 3 clusters Score -270832.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -271097.531250 Penalty: 770.147522 Iteration 7F: 3 clusters Score -271097.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -271343.968750 Penalty: 770.147522 Iteration 8F: 3 clusters Score -271344 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -271562.187500 Penalty: 770.147522 Iteration 9Q: 3 clusters Score -271562.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -271755.031250 Penalty: 770.147522 Iteration 10Q: 3 clusters Score -271755 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -271877.718750 Penalty: 770.147522 Iteration 11Q: 3 clusters Score -271877.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -271921.656250 Penalty: 770.147522 Iteration 12Q: 3 clusters Score -271921.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -271944.875000 Penalty: 770.147522 Iteration 13Q: 3 clusters Score -271944.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -271953.468750 Penalty: 770.147522 Iteration 14Q: 3 clusters Score -271953.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -271956.843750 Penalty: 770.147522 Iteration 15Q: 3 clusters Score -271956.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -271958.062500 Penalty: 770.147522 Iteration 16Q: 3 clusters Score -271958.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -271958.468750 Penalty: 770.147522 Iteration 17Q: 3 clusters Score -271958.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -271958.843750 Penalty: 770.147522 Iteration 18Q: 3 clusters Score -271958.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -271959.093750 Penalty: 770.147522 Iteration 19Q: 3 clusters Score -271959.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -271958.687500 Penalty: 770.147522 Iteration 20F: 3 clusters Score -271958.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 2116 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 2621 members Mstep: Class 21 contains 119257 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21381664.000000 Penalty: 15887.674805 Splitting cluster 13 changes total score from -21381694.000000 to -21381664.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (43190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43190 members Entering Unmasked Estep Score: -2421326.500000 Penalty: 485.638092 Iteration 0F: 2 clusters Score -2421326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21562 members Mstep: Class 2 contains 21628 members Entering Unmasked Estep Score: -2392338.750000 Penalty: 971.276184 Iteration 0F: 3 clusters Score -2392339 nChanged 20947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19537 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -2406278.500000 Penalty: 971.276184 Iteration 1F: 3 clusters Score -2406278 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 24937 members Entering Unmasked Estep Score: -2407789.250000 Penalty: 971.276184 Iteration 2F: 3 clusters Score -2407789 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 26506 members Entering Unmasked Estep Score: -2409415.250000 Penalty: 971.276184 Iteration 3F: 3 clusters Score -2409415 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 28219 members Entering Unmasked Estep Score: -2411153.500000 Penalty: 971.276184 Iteration 4F: 3 clusters Score -2411154 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13235 members Mstep: Class 2 contains 29955 members Entering Unmasked Estep Score: -2413064.250000 Penalty: 971.276184 Iteration 5F: 3 clusters Score -2413064 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 31476 members Entering Unmasked Estep Score: -2414816.000000 Penalty: 971.276184 Iteration 6Q: 3 clusters Score -2414816 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 32697 members Entering Unmasked Estep Score: -2415993.500000 Penalty: 971.276184 Iteration 7Q: 3 clusters Score -2415994 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 33710 members Entering Unmasked Estep Score: -2416628.250000 Penalty: 971.276184 Iteration 8Q: 3 clusters Score -2416628 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 34665 members Entering Unmasked Estep Score: -2417083.250000 Penalty: 971.276184 Iteration 9Q: 3 clusters Score -2417083 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 35581 members Entering Unmasked Estep Score: -2417499.000000 Penalty: 971.276184 Iteration 10Q: 3 clusters Score -2417499 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 36454 members Entering Unmasked Estep Score: -2417897.250000 Penalty: 971.276184 Iteration 11Q: 3 clusters Score -2417897 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 37266 members Entering Unmasked Estep Score: -2418275.500000 Penalty: 971.276184 Iteration 12Q: 3 clusters Score -2418276 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 38018 members Entering Unmasked Estep Score: -2418640.000000 Penalty: 971.276184 Iteration 13Q: 3 clusters Score -2418640 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 38682 members Entering Unmasked Estep Score: -2419000.000000 Penalty: 971.276184 Iteration 14Q: 3 clusters Score -2419000 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 39312 members Entering Unmasked Estep Score: -2419363.250000 Penalty: 971.276184 Iteration 15Q: 3 clusters Score -2419363 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 39835 members Entering Unmasked Estep Score: -2419660.000000 Penalty: 971.276184 Iteration 16Q: 3 clusters Score -2419660 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 40282 members Entering Unmasked Estep Score: -2419913.250000 Penalty: 971.276184 Iteration 17Q: 3 clusters Score -2419913 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 40652 members Entering Unmasked Estep Score: -2420102.000000 Penalty: 971.276184 Iteration 18Q: 3 clusters Score -2420102 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 40981 members Entering Unmasked Estep Score: -2420281.000000 Penalty: 971.276184 Iteration 19Q: 3 clusters Score -2420281 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 41254 members Entering Unmasked Estep Score: -2420441.500000 Penalty: 971.276184 Iteration 20F: 3 clusters Score -2420442 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 41482 members Entering Unmasked Estep Score: -2420556.500000 Penalty: 971.276184 Iteration 21Q: 3 clusters Score -2420556 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 41659 members Entering Unmasked Estep Score: -2420630.500000 Penalty: 971.276184 Iteration 22Q: 3 clusters Score -2420630 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 41793 members Entering Unmasked Estep Score: -2420695.750000 Penalty: 971.276184 Iteration 23Q: 3 clusters Score -2420696 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 41905 members Entering Unmasked Estep Score: -2420739.250000 Penalty: 971.276184 Iteration 24Q: 3 clusters Score -2420739 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 42001 members Entering Unmasked Estep Score: -2420776.000000 Penalty: 971.276184 Iteration 25Q: 3 clusters Score -2420776 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 42089 members Entering Unmasked Estep Score: -2420800.750000 Penalty: 971.276184 Iteration 26Q: 3 clusters Score -2420801 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 42166 members Entering Unmasked Estep Score: -2420835.250000 Penalty: 971.276184 Iteration 27Q: 3 clusters Score -2420835 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 42234 members Entering Unmasked Estep Score: -2420858.500000 Penalty: 971.276184 Iteration 28Q: 3 clusters Score -2420858 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 42292 members Entering Unmasked Estep Score: -2420880.750000 Penalty: 971.276184 Iteration 29Q: 3 clusters Score -2420881 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 42340 members Entering Unmasked Estep Score: -2420891.500000 Penalty: 971.276184 Iteration 30Q: 3 clusters Score -2420892 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 42384 members Entering Unmasked Estep Score: -2420906.000000 Penalty: 971.276184 Iteration 31Q: 3 clusters Score -2420906 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 42425 members Entering Unmasked Estep Score: -2420916.250000 Penalty: 971.276184 Iteration 32Q: 3 clusters Score -2420916 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 42460 members Entering Unmasked Estep Score: -2420924.000000 Penalty: 971.276184 Iteration 33Q: 3 clusters Score -2420924 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 42486 members Entering Unmasked Estep Score: -2420925.000000 Penalty: 971.276184 Iteration 34Q: 3 clusters Score -2420925 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 42512 members Entering Unmasked Estep Score: -2420928.750000 Penalty: 971.276184 Iteration 35Q: 3 clusters Score -2420929 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 42539 members Entering Unmasked Estep Score: -2420934.500000 Penalty: 971.276184 Iteration 36Q: 3 clusters Score -2420934 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 42563 members Entering Unmasked Estep Score: -2420942.250000 Penalty: 971.276184 Iteration 37Q: 3 clusters Score -2420942 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 42585 members Entering Unmasked Estep Score: -2420943.500000 Penalty: 971.276184 Iteration 38Q: 3 clusters Score -2420944 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 42609 members Entering Unmasked Estep Score: -2420948.500000 Penalty: 971.276184 Iteration 39Q: 3 clusters Score -2420948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 42625 members Entering Unmasked Estep Score: -2420952.750000 Penalty: 971.276184 Iteration 40F: 3 clusters Score -2420953 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 42639 members Entering Unmasked Estep Score: -2420954.250000 Penalty: 971.276184 Iteration 41Q: 3 clusters Score -2420954 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 42650 members Entering Unmasked Estep Score: -2420955.500000 Penalty: 971.276184 Iteration 42Q: 3 clusters Score -2420956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 42656 members Entering Unmasked Estep Score: -2420955.750000 Penalty: 971.276184 Iteration 43Q: 3 clusters Score -2420956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 42663 members Entering Unmasked Estep Score: -2420956.500000 Penalty: 971.276184 Iteration 44Q: 3 clusters Score -2420956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 42671 members Entering Unmasked Estep Score: -2420958.500000 Penalty: 971.276184 Iteration 45Q: 3 clusters Score -2420958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 42673 members Entering Unmasked Estep Score: -2420958.000000 Penalty: 971.276184 Iteration 46Q: 3 clusters Score -2420958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 42673 members Entering Unmasked Estep Score: -2420958.000000 Penalty: 971.276184 Iteration 47F: 3 clusters Score -2420958 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Entering Unmasked Estep Score: -130802.593750 Penalty: 356.193848 Iteration 0F: 2 clusters Score -130802.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -129045.734375 Penalty: 712.387695 Iteration 0F: 3 clusters Score -129045.7 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -129613.804688 Penalty: 712.387695 Iteration 1F: 3 clusters Score -129613.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -129733.406250 Penalty: 712.387695 Iteration 2F: 3 clusters Score -129733.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -129863.898438 Penalty: 712.387695 Iteration 3F: 3 clusters Score -129863.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -130002.328125 Penalty: 712.387695 Iteration 4F: 3 clusters Score -130002.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -130088.804688 Penalty: 712.387695 Iteration 5F: 3 clusters Score -130088.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -130149.257812 Penalty: 712.387695 Iteration 6Q: 3 clusters Score -130149.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -130193.500000 Penalty: 712.387695 Iteration 7Q: 3 clusters Score -130193.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -130224.664062 Penalty: 712.387695 Iteration 8Q: 3 clusters Score -130224.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -130256.132812 Penalty: 712.387695 Iteration 9Q: 3 clusters Score -130256.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -130275.289062 Penalty: 712.387695 Iteration 10Q: 3 clusters Score -130275.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -130290.468750 Penalty: 712.387695 Iteration 11Q: 3 clusters Score -130290.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -130299.062500 Penalty: 712.387695 Iteration 12Q: 3 clusters Score -130299.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -130305.242188 Penalty: 712.387695 Iteration 13Q: 3 clusters Score -130305.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -130311.054688 Penalty: 712.387695 Iteration 14Q: 3 clusters Score -130311.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -130320.804688 Penalty: 712.387695 Iteration 15Q: 3 clusters Score -130320.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -130331.453125 Penalty: 712.387695 Iteration 16Q: 3 clusters Score -130331.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -130341.164062 Penalty: 712.387695 Iteration 17Q: 3 clusters Score -130341.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -130346.382812 Penalty: 712.387695 Iteration 18Q: 3 clusters Score -130346.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -130351.085938 Penalty: 712.387695 Iteration 19Q: 3 clusters Score -130351.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -130357.007812 Penalty: 712.387695 Iteration 20F: 3 clusters Score -130357 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -130364.664062 Penalty: 712.387695 Iteration 21Q: 3 clusters Score -130364.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -130375.445312 Penalty: 712.387695 Iteration 22Q: 3 clusters Score -130375.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -130388.250000 Penalty: 712.387695 Iteration 23Q: 3 clusters Score -130388.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -130400.359375 Penalty: 712.387695 Iteration 24Q: 3 clusters Score -130400.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -130409.929688 Penalty: 712.387695 Iteration 25Q: 3 clusters Score -130409.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -130417.296875 Penalty: 712.387695 Iteration 26Q: 3 clusters Score -130417.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -130424.875000 Penalty: 712.387695 Iteration 27Q: 3 clusters Score -130424.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -130432.671875 Penalty: 712.387695 Iteration 28Q: 3 clusters Score -130432.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -130442.679688 Penalty: 712.387695 Iteration 29Q: 3 clusters Score -130442.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -130454.984375 Penalty: 712.387695 Iteration 30Q: 3 clusters Score -130455 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -130469.968750 Penalty: 712.387695 Iteration 31Q: 3 clusters Score -130470 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -130495.210938 Penalty: 712.387695 Iteration 32Q: 3 clusters Score -130495.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -130515.390625 Penalty: 712.387695 Iteration 33Q: 3 clusters Score -130515.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -130528.367188 Penalty: 712.387695 Iteration 34Q: 3 clusters Score -130528.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -130537.218750 Penalty: 712.387695 Iteration 35Q: 3 clusters Score -130537.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -130541.742188 Penalty: 712.387695 Iteration 36Q: 3 clusters Score -130541.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -130545.726562 Penalty: 712.387695 Iteration 37Q: 3 clusters Score -130545.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -130551.085938 Penalty: 712.387695 Iteration 38Q: 3 clusters Score -130551.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -130552.320312 Penalty: 712.387695 Iteration 39Q: 3 clusters Score -130552.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -130553.703125 Penalty: 712.387695 Iteration 40F: 3 clusters Score -130553.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -130554.320312 Penalty: 712.387695 Iteration 41Q: 3 clusters Score -130554.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -130554.710938 Penalty: 712.387695 Iteration 42Q: 3 clusters Score -130554.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -130554.945312 Penalty: 712.387695 Iteration 43Q: 3 clusters Score -130554.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -130554.945312 Penalty: 712.387695 Iteration 44F: 3 clusters Score -130554.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -96109.273438 Penalty: 346.383820 Iteration 0F: 2 clusters Score -96109.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -94689.867188 Penalty: 692.767639 Iteration 0F: 3 clusters Score -94689.87 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -95403.867188 Penalty: 692.767639 Iteration 1F: 3 clusters Score -95403.87 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -95648.093750 Penalty: 692.767639 Iteration 2F: 3 clusters Score -95648.09 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -95799.812500 Penalty: 692.767639 Iteration 3F: 3 clusters Score -95799.81 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -95889.429688 Penalty: 692.767639 Iteration 4F: 3 clusters Score -95889.43 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -95933.187500 Penalty: 692.767639 Iteration 5Q: 3 clusters Score -95933.19 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -95955.023438 Penalty: 692.767639 Iteration 6Q: 3 clusters Score -95955.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -95970.164062 Penalty: 692.767639 Iteration 7Q: 3 clusters Score -95970.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -95987.187500 Penalty: 692.767639 Iteration 8Q: 3 clusters Score -95987.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -95991.656250 Penalty: 692.767639 Iteration 9Q: 3 clusters Score -95991.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -95993.476562 Penalty: 692.767639 Iteration 10Q: 3 clusters Score -95993.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -95996.828125 Penalty: 692.767639 Iteration 11Q: 3 clusters Score -95996.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -95997.820312 Penalty: 692.767639 Iteration 12Q: 3 clusters Score -95997.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -95997.945312 Penalty: 692.767639 Iteration 13Q: 3 clusters Score -95997.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -95998.039062 Penalty: 692.767639 Iteration 14Q: 3 clusters Score -95998.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -95998.039062 Penalty: 692.767639 Iteration 15F: 3 clusters Score -95998.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1378534.125000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378534 nChanged 12691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12599 members Mstep: Class 2 contains 14040 members Entering Unmasked Estep Score: -1385913.000000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1385913 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 14626 members Entering Unmasked Estep Score: -1386348.875000 Penalty: 927.301941 Iteration 2Q: 3 clusters Score -1386349 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 15448 members Entering Unmasked Estep Score: -1386990.500000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1386990 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -1387824.000000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1387824 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -1388865.750000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1388866 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 19521 members Entering Unmasked Estep Score: -1390054.375000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1390054 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 21182 members Entering Unmasked Estep Score: -1391336.625000 Penalty: 927.301941 Iteration 7F: 3 clusters Score -1391337 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 22788 members Entering Unmasked Estep Score: -1392635.875000 Penalty: 927.301941 Iteration 8F: 3 clusters Score -1392636 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -1393787.375000 Penalty: 927.301941 Iteration 9F: 3 clusters Score -1393787 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 25171 members Entering Unmasked Estep Score: -1394653.500000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1394654 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 25855 members Entering Unmasked Estep Score: -1395253.500000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1395254 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 26234 members Entering Unmasked Estep Score: -1395610.875000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1395611 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 26438 members Entering Unmasked Estep Score: -1395804.625000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1395805 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 26516 members Entering Unmasked Estep Score: -1395881.125000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1395881 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 26538 members Entering Unmasked Estep Score: -1395903.250000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1395903 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -1395910.500000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1395910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 26558 members Entering Unmasked Estep Score: -1395919.125000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1395919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 26563 members Entering Unmasked Estep Score: -1395925.125000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1395925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 26565 members Entering Unmasked Estep Score: -1395926.125000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1395926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 26568 members Entering Unmasked Estep Score: -1395927.375000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1395927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 26571 members Entering Unmasked Estep Score: -1395934.375000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1395934 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 26574 members Entering Unmasked Estep Score: -1395935.875000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1395936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 26575 members Entering Unmasked Estep Score: -1395938.875000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1395939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 26576 members Entering Unmasked Estep Score: -1395941.375000 Penalty: 927.301941 Iteration 24Q: 3 clusters Score -1395941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 26576 members Entering Unmasked Estep Score: -1395941.375000 Penalty: 927.301941 Iteration 25F: 3 clusters Score -1395941 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Entering Unmasked Estep Score: -114647.250000 Penalty: 350.466309 Iteration 0F: 2 clusters Score -114647.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -113078.875000 Penalty: 700.932617 Iteration 0F: 3 clusters Score -113078.9 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -113578.195312 Penalty: 700.932617 Iteration 1F: 3 clusters Score -113578.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -113653.515625 Penalty: 700.932617 Iteration 2F: 3 clusters Score -113653.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -113728.039062 Penalty: 700.932617 Iteration 3F: 3 clusters Score -113728 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -113816.398438 Penalty: 700.932617 Iteration 4F: 3 clusters Score -113816.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -113908.156250 Penalty: 700.932617 Iteration 5F: 3 clusters Score -113908.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -113995.093750 Penalty: 700.932617 Iteration 6F: 3 clusters Score -113995.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -114090.117188 Penalty: 700.932617 Iteration 7F: 3 clusters Score -114090.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -114190.015625 Penalty: 700.932617 Iteration 8Q: 3 clusters Score -114190 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -114244.546875 Penalty: 700.932617 Iteration 9Q: 3 clusters Score -114244.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -114284.195312 Penalty: 700.932617 Iteration 10Q: 3 clusters Score -114284.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -114319.914062 Penalty: 700.932617 Iteration 11Q: 3 clusters Score -114319.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -114349.828125 Penalty: 700.932617 Iteration 12Q: 3 clusters Score -114349.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -114376.906250 Penalty: 700.932617 Iteration 13Q: 3 clusters Score -114376.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -114392.023438 Penalty: 700.932617 Iteration 14Q: 3 clusters Score -114392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -114400.820312 Penalty: 700.932617 Iteration 15Q: 3 clusters Score -114400.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -114403.773438 Penalty: 700.932617 Iteration 16Q: 3 clusters Score -114403.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -114404.507812 Penalty: 700.932617 Iteration 17Q: 3 clusters Score -114404.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -114405.054688 Penalty: 700.932617 Iteration 18Q: 3 clusters Score -114405.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -114405.539062 Penalty: 700.932617 Iteration 19Q: 3 clusters Score -114405.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -114405.585938 Penalty: 700.932617 Iteration 20F: 3 clusters Score -114405.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 10665 members Entering Unmasked Estep Score: -1119006.750000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1119007 nChanged 10190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1124781.625000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1124782 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1125060.125000 Penalty: 907.459290 Iteration 2Q: 3 clusters Score -1125060 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -1125456.750000 Penalty: 907.459290 Iteration 3Q: 3 clusters Score -1125457 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -1126082.375000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1126082 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -1127001.000000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1127001 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15712 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1128181.500000 Penalty: 907.459290 Iteration 6F: 3 clusters Score -1128182 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1129359.500000 Penalty: 907.459290 Iteration 7F: 3 clusters Score -1129360 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18048 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1130296.000000 Penalty: 907.459290 Iteration 8F: 3 clusters Score -1130296 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1130969.625000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1130970 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19551 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1131478.750000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1131479 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20106 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1131888.500000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1131888 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20549 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1132240.500000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1132240 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1132524.125000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1132524 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21105 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1132695.375000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1132695 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21215 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -1132785.875000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1132786 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21271 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1132829.875000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1132830 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21297 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1132860.375000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1132860 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1132879.875000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1132880 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1132889.375000 Penalty: 907.459290 Iteration 19Q: 3 clusters Score -1132889 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -1132896.625000 Penalty: 907.459290 Iteration 20F: 3 clusters Score -1132897 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -1132900.250000 Penalty: 907.459290 Iteration 21Q: 3 clusters Score -1132900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -1132901.500000 Penalty: 907.459290 Iteration 22Q: 3 clusters Score -1132902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -1132902.875000 Penalty: 907.459290 Iteration 23Q: 3 clusters Score -1132903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -1132905.750000 Penalty: 907.459290 Iteration 24Q: 3 clusters Score -1132906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21339 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -1132908.125000 Penalty: 907.459290 Iteration 25Q: 3 clusters Score -1132908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21341 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -1132908.500000 Penalty: 907.459290 Iteration 26Q: 3 clusters Score -1132908 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21342 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -1132910.750000 Penalty: 907.459290 Iteration 27Q: 3 clusters Score -1132911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21343 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1132912.000000 Penalty: 907.459290 Iteration 28Q: 3 clusters Score -1132912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1132913.250000 Penalty: 907.459290 Iteration 29Q: 3 clusters Score -1132913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21345 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -1132913.000000 Penalty: 907.459290 Iteration 30Q: 3 clusters Score -1132913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21345 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -1132913.000000 Penalty: 907.459290 Iteration 31F: 3 clusters Score -1132913 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (119257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119257 members Entering Unmasked Estep Score: -6476991.500000 Penalty: 531.851135 Iteration 0F: 2 clusters Score -6476992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59341 members Mstep: Class 2 contains 59916 members Entering Unmasked Estep Score: -6396413.000000 Penalty: 1063.702271 Iteration 0F: 3 clusters Score -6396413 nChanged 58263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47666 members Mstep: Class 2 contains 71591 members Entering Unmasked Estep Score: -6434498.500000 Penalty: 1063.702271 Iteration 1F: 3 clusters Score -6434498 nChanged 7819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40693 members Mstep: Class 2 contains 78564 members Entering Unmasked Estep Score: -6439033.500000 Penalty: 1063.702271 Iteration 2F: 3 clusters Score -6439034 nChanged 9512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31575 members Mstep: Class 2 contains 87682 members Entering Unmasked Estep Score: -6446214.500000 Penalty: 1063.702271 Iteration 3F: 3 clusters Score -6446214 nChanged 10539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 98077 members Entering Unmasked Estep Score: -6455883.000000 Penalty: 1063.702271 Iteration 4F: 3 clusters Score -6455883 nChanged 9465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 107504 members Entering Unmasked Estep Score: -6465790.000000 Penalty: 1063.702271 Iteration 5F: 3 clusters Score -6465790 nChanged 6256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 113752 members Entering Unmasked Estep Score: -6472319.000000 Penalty: 1063.702271 Iteration 6F: 3 clusters Score -6472319 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 116584 members Entering Unmasked Estep Score: -6475006.000000 Penalty: 1063.702271 Iteration 7Q: 3 clusters Score -6475006 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 117706 members Entering Unmasked Estep Score: -6475955.500000 Penalty: 1063.702271 Iteration 8Q: 3 clusters Score -6475956 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 118169 members Entering Unmasked Estep Score: -6476400.500000 Penalty: 1063.702271 Iteration 9Q: 3 clusters Score -6476400 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 118372 members Entering Unmasked Estep Score: -6476706.000000 Penalty: 1063.702271 Iteration 10Q: 3 clusters Score -6476706 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 118429 members Entering Unmasked Estep Score: -6476876.000000 Penalty: 1063.702271 Iteration 11Q: 3 clusters Score -6476876 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 118435 members Entering Unmasked Estep Score: -6476996.500000 Penalty: 1063.702271 Iteration 12Q: 3 clusters Score -6476996 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 118411 members Entering Unmasked Estep Score: -6477057.500000 Penalty: 1063.702271 Iteration 13Q: 3 clusters Score -6477058 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 118376 members Entering Unmasked Estep Score: -6477103.000000 Penalty: 1063.702271 Iteration 14Q: 3 clusters Score -6477103 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 118326 members Entering Unmasked Estep Score: -6477152.500000 Penalty: 1063.702271 Iteration 15Q: 3 clusters Score -6477152 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 118272 members Entering Unmasked Estep Score: -6477182.000000 Penalty: 1063.702271 Iteration 16Q: 3 clusters Score -6477182 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 118215 members Entering Unmasked Estep Score: -6477209.000000 Penalty: 1063.702271 Iteration 17Q: 3 clusters Score -6477209 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 118161 members Entering Unmasked Estep Score: -6477249.000000 Penalty: 1063.702271 Iteration 18Q: 3 clusters Score -6477249 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 118104 members Entering Unmasked Estep Score: -6477275.000000 Penalty: 1063.702271 Iteration 19Q: 3 clusters Score -6477275 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 118063 members Entering Unmasked Estep Score: -6477281.500000 Penalty: 1063.702271 Iteration 20F: 3 clusters Score -6477282 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 118015 members Entering Unmasked Estep Score: -6477299.000000 Penalty: 1063.702271 Iteration 21Q: 3 clusters Score -6477299 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 117956 members Entering Unmasked Estep Score: -6477307.000000 Penalty: 1063.702271 Iteration 22Q: 3 clusters Score -6477307 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 117892 members Entering Unmasked Estep Score: -6477323.000000 Penalty: 1063.702271 Iteration 23Q: 3 clusters Score -6477323 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 117842 members Entering Unmasked Estep Score: -6477332.000000 Penalty: 1063.702271 Iteration 24Q: 3 clusters Score -6477332 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 117803 members Entering Unmasked Estep Score: -6477347.000000 Penalty: 1063.702271 Iteration 25Q: 3 clusters Score -6477347 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 117772 members Entering Unmasked Estep Score: -6477356.500000 Penalty: 1063.702271 Iteration 26Q: 3 clusters Score -6477356 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 117744 members Entering Unmasked Estep Score: -6477366.000000 Penalty: 1063.702271 Iteration 27Q: 3 clusters Score -6477366 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 117717 members Entering Unmasked Estep Score: -6477359.000000 Penalty: 1063.702271 Iteration 28Q: 3 clusters Score -6477359 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 117685 members Entering Unmasked Estep Score: -6477363.000000 Penalty: 1063.702271 Iteration 29Q: 3 clusters Score -6477363 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 117656 members Entering Unmasked Estep Score: -6477375.000000 Penalty: 1063.702271 Iteration 30Q: 3 clusters Score -6477375 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 117638 members Entering Unmasked Estep Score: -6477377.500000 Penalty: 1063.702271 Iteration 31Q: 3 clusters Score -6477378 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 117622 members Entering Unmasked Estep Score: -6477379.500000 Penalty: 1063.702271 Iteration 32Q: 3 clusters Score -6477380 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 117608 members Entering Unmasked Estep Score: -6477376.000000 Penalty: 1063.702271 Iteration 33Q: 3 clusters Score -6477376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 117601 members Entering Unmasked Estep Score: -6477376.500000 Penalty: 1063.702271 Iteration 34Q: 3 clusters Score -6477376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 117596 members Entering Unmasked Estep Score: -6477376.000000 Penalty: 1063.702271 Iteration 35Q: 3 clusters Score -6477376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 117592 members Entering Unmasked Estep Score: -6477375.500000 Penalty: 1063.702271 Iteration 36Q: 3 clusters Score -6477376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 117589 members Entering Unmasked Estep Score: -6477372.000000 Penalty: 1063.702271 Iteration 37Q: 3 clusters Score -6477372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 117580 members Entering Unmasked Estep Score: -6477375.500000 Penalty: 1063.702271 Iteration 38Q: 3 clusters Score -6477376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 117570 members Entering Unmasked Estep Score: -6477379.500000 Penalty: 1063.702271 Iteration 39Q: 3 clusters Score -6477380 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 117556 members Entering Unmasked Estep Score: -6477369.500000 Penalty: 1063.702271 Iteration 40F: 3 clusters Score -6477370 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 117545 members Entering Unmasked Estep Score: -6477370.500000 Penalty: 1063.702271 Iteration 41Q: 3 clusters Score -6477370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 117536 members Entering Unmasked Estep Score: -6477370.500000 Penalty: 1063.702271 Iteration 42Q: 3 clusters Score -6477370 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 117524 members Entering Unmasked Estep Score: -6477375.500000 Penalty: 1063.702271 Iteration 43Q: 3 clusters Score -6477376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 117511 members Entering Unmasked Estep Score: -6477382.000000 Penalty: 1063.702271 Iteration 44Q: 3 clusters Score -6477382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 117502 members Entering Unmasked Estep Score: -6477383.500000 Penalty: 1063.702271 Iteration 45Q: 3 clusters Score -6477384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 117493 members Entering Unmasked Estep Score: -6477382.500000 Penalty: 1063.702271 Iteration 46Q: 3 clusters Score -6477382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 117481 members Entering Unmasked Estep Score: -6477390.000000 Penalty: 1063.702271 Iteration 47Q: 3 clusters Score -6477390 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 117473 members Entering Unmasked Estep Score: -6477391.000000 Penalty: 1063.702271 Iteration 48Q: 3 clusters Score -6477391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 117469 members Entering Unmasked Estep Score: -6477387.000000 Penalty: 1063.702271 Iteration 49Q: 3 clusters Score -6477387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 117467 members Entering Unmasked Estep Score: -6477385.000000 Penalty: 1063.702271 Iteration 50Q: 3 clusters Score -6477385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 117464 members Entering Unmasked Estep Score: -6477389.500000 Penalty: 1063.702271 Iteration 51Q: 3 clusters Score -6477390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 117463 members Entering Unmasked Estep Score: -6477390.500000 Penalty: 1063.702271 Iteration 52Q: 3 clusters Score -6477390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 117461 members Entering Unmasked Estep Score: -6477389.000000 Penalty: 1063.702271 Iteration 53Q: 3 clusters Score -6477389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 117460 members Entering Unmasked Estep Score: -6477390.000000 Penalty: 1063.702271 Iteration 54Q: 3 clusters Score -6477390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 117460 members Entering Unmasked Estep Score: -6477390.000000 Penalty: 1063.702271 Iteration 55F: 3 clusters Score -6477390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117460 members Mstep: Class 21 contains 1797 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep Score: -21382020.000000 Penalty: 15887.674805 Splitting cluster 21 changes total score from -21381694.000000 to -21382020.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 22 (23646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Entering Unmasked Estep Score: -1328000.750000 Penalty: 458.228210 Iteration 0F: 2 clusters Score -1328001 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -1312213.500000 Penalty: 916.456421 Iteration 0F: 3 clusters Score -1312214 nChanged 11350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -1319091.000000 Penalty: 916.456421 Iteration 1F: 3 clusters Score -1319091 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12148 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1319947.000000 Penalty: 916.456421 Iteration 2F: 3 clusters Score -1319947 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -1321100.375000 Penalty: 916.456421 Iteration 3F: 3 clusters Score -1321100 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -1322384.875000 Penalty: 916.456421 Iteration 4F: 3 clusters Score -1322385 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -1323545.625000 Penalty: 916.456421 Iteration 5F: 3 clusters Score -1323546 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -1324438.625000 Penalty: 916.456421 Iteration 6F: 3 clusters Score -1324439 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -1325025.875000 Penalty: 916.456421 Iteration 7Q: 3 clusters Score -1325026 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -1325324.250000 Penalty: 916.456421 Iteration 8Q: 3 clusters Score -1325324 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -1325462.875000 Penalty: 916.456421 Iteration 9Q: 3 clusters Score -1325463 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -1325569.000000 Penalty: 916.456421 Iteration 10Q: 3 clusters Score -1325569 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 12400 members Entering Unmasked Estep Score: -1325629.125000 Penalty: 916.456421 Iteration 11Q: 3 clusters Score -1325629 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -1325685.500000 Penalty: 916.456421 Iteration 12Q: 3 clusters Score -1325686 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 12630 members Entering Unmasked Estep Score: -1325738.250000 Penalty: 916.456421 Iteration 13Q: 3 clusters Score -1325738 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10895 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -1325774.625000 Penalty: 916.456421 Iteration 14Q: 3 clusters Score -1325775 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -1325800.000000 Penalty: 916.456421 Iteration 15Q: 3 clusters Score -1325800 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1325834.875000 Penalty: 916.456421 Iteration 16Q: 3 clusters Score -1325835 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -1325860.375000 Penalty: 916.456421 Iteration 17Q: 3 clusters Score -1325860 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10440 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -1325884.625000 Penalty: 916.456421 Iteration 18Q: 3 clusters Score -1325885 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -1325904.625000 Penalty: 916.456421 Iteration 19Q: 3 clusters Score -1325905 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10205 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -1325925.000000 Penalty: 916.456421 Iteration 20F: 3 clusters Score -1325925 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -1325936.625000 Penalty: 916.456421 Iteration 21Q: 3 clusters Score -1325937 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -1325953.750000 Penalty: 916.456421 Iteration 22Q: 3 clusters Score -1325954 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 13796 members Entering Unmasked Estep Score: -1325976.000000 Penalty: 916.456421 Iteration 23Q: 3 clusters Score -1325976 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -1325991.875000 Penalty: 916.456421 Iteration 24Q: 3 clusters Score -1325992 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -1326008.375000 Penalty: 916.456421 Iteration 25Q: 3 clusters Score -1326008 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -1326018.250000 Penalty: 916.456421 Iteration 26Q: 3 clusters Score -1326018 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 14189 members Entering Unmasked Estep Score: -1326024.375000 Penalty: 916.456421 Iteration 27Q: 3 clusters Score -1326024 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -1326038.250000 Penalty: 916.456421 Iteration 28Q: 3 clusters Score -1326038 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -1326039.625000 Penalty: 916.456421 Iteration 29Q: 3 clusters Score -1326040 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -1326053.375000 Penalty: 916.456421 Iteration 30Q: 3 clusters Score -1326053 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -1326061.125000 Penalty: 916.456421 Iteration 31Q: 3 clusters Score -1326061 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 14637 members Entering Unmasked Estep Score: -1326071.000000 Penalty: 916.456421 Iteration 32Q: 3 clusters Score -1326071 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 14715 members Entering Unmasked Estep Score: -1326076.625000 Penalty: 916.456421 Iteration 33Q: 3 clusters Score -1326077 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -1326089.625000 Penalty: 916.456421 Iteration 34Q: 3 clusters Score -1326090 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -1326095.625000 Penalty: 916.456421 Iteration 35Q: 3 clusters Score -1326096 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 14958 members Entering Unmasked Estep Score: -1326102.375000 Penalty: 916.456421 Iteration 36Q: 3 clusters Score -1326102 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -1326111.000000 Penalty: 916.456421 Iteration 37Q: 3 clusters Score -1326111 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -1326119.000000 Penalty: 916.456421 Iteration 38Q: 3 clusters Score -1326119 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -1326123.750000 Penalty: 916.456421 Iteration 39Q: 3 clusters Score -1326124 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -1326133.625000 Penalty: 916.456421 Iteration 40F: 3 clusters Score -1326134 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -1326136.625000 Penalty: 916.456421 Iteration 41Q: 3 clusters Score -1326137 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 15333 members Entering Unmasked Estep Score: -1326141.750000 Penalty: 916.456421 Iteration 42Q: 3 clusters Score -1326142 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -1326147.250000 Penalty: 916.456421 Iteration 43Q: 3 clusters Score -1326147 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 15476 members Entering Unmasked Estep Score: -1326150.375000 Penalty: 916.456421 Iteration 44Q: 3 clusters Score -1326150 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -1326153.125000 Penalty: 916.456421 Iteration 45Q: 3 clusters Score -1326153 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -1326166.500000 Penalty: 916.456421 Iteration 46Q: 3 clusters Score -1326166 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 15697 members Entering Unmasked Estep Score: -1326176.625000 Penalty: 916.456421 Iteration 47Q: 3 clusters Score -1326177 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 15782 members Entering Unmasked Estep Score: -1326190.000000 Penalty: 916.456421 Iteration 48Q: 3 clusters Score -1326190 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -1326199.000000 Penalty: 916.456421 Iteration 49Q: 3 clusters Score -1326199 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -1326206.750000 Penalty: 916.456421 Iteration 50Q: 3 clusters Score -1326207 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -1326210.000000 Penalty: 916.456421 Iteration 51Q: 3 clusters Score -1326210 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -1326220.125000 Penalty: 916.456421 Iteration 52Q: 3 clusters Score -1326220 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -1326226.625000 Penalty: 916.456421 Iteration 53Q: 3 clusters Score -1326227 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 16234 members Entering Unmasked Estep Score: -1326232.625000 Penalty: 916.456421 Iteration 54Q: 3 clusters Score -1326233 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 16310 members Entering Unmasked Estep Score: -1326239.875000 Penalty: 916.456421 Iteration 55Q: 3 clusters Score -1326240 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -1326245.125000 Penalty: 916.456421 Iteration 56Q: 3 clusters Score -1326245 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 16468 members Entering Unmasked Estep Score: -1326248.750000 Penalty: 916.456421 Iteration 57Q: 3 clusters Score -1326249 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 16527 members Entering Unmasked Estep Score: -1326256.625000 Penalty: 916.456421 Iteration 58Q: 3 clusters Score -1326257 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -1326260.375000 Penalty: 916.456421 Iteration 59Q: 3 clusters Score -1326260 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 16680 members Entering Unmasked Estep Score: -1326266.375000 Penalty: 916.456421 Iteration 60F: 3 clusters Score -1326266 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 16761 members Entering Unmasked Estep Score: -1326273.750000 Penalty: 916.456421 Iteration 61Q: 3 clusters Score -1326274 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -1326285.250000 Penalty: 916.456421 Iteration 62Q: 3 clusters Score -1326285 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -1326284.750000 Penalty: 916.456421 Iteration 63Q: 3 clusters Score -1326285 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 17000 members Entering Unmasked Estep Score: -1326297.375000 Penalty: 916.456421 Iteration 64Q: 3 clusters Score -1326297 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -1326308.750000 Penalty: 916.456421 Iteration 65Q: 3 clusters Score -1326309 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 17167 members Entering Unmasked Estep Score: -1326314.500000 Penalty: 916.456421 Iteration 66Q: 3 clusters Score -1326314 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 17255 members Entering Unmasked Estep Score: -1326325.125000 Penalty: 916.456421 Iteration 67Q: 3 clusters Score -1326325 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -1326329.500000 Penalty: 916.456421 Iteration 68Q: 3 clusters Score -1326330 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 17400 members Entering Unmasked Estep Score: -1326336.000000 Penalty: 916.456421 Iteration 69Q: 3 clusters Score -1326336 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 17481 members Entering Unmasked Estep Score: -1326346.500000 Penalty: 916.456421 Iteration 70Q: 3 clusters Score -1326346 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -1326357.750000 Penalty: 916.456421 Iteration 71Q: 3 clusters Score -1326358 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -1326375.250000 Penalty: 916.456421 Iteration 72Q: 3 clusters Score -1326375 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 17772 members Entering Unmasked Estep Score: -1326385.500000 Penalty: 916.456421 Iteration 73Q: 3 clusters Score -1326386 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 17863 members Entering Unmasked Estep Score: -1326392.875000 Penalty: 916.456421 Iteration 74Q: 3 clusters Score -1326393 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 17960 members Entering Unmasked Estep Score: -1326402.000000 Penalty: 916.456421 Iteration 75Q: 3 clusters Score -1326402 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -1326410.750000 Penalty: 916.456421 Iteration 76Q: 3 clusters Score -1326411 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 18155 members Entering Unmasked Estep Score: -1326421.375000 Penalty: 916.456421 Iteration 77Q: 3 clusters Score -1326421 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 18255 members Entering Unmasked Estep Score: -1326435.875000 Penalty: 916.456421 Iteration 78Q: 3 clusters Score -1326436 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 18350 members Entering Unmasked Estep Score: -1326448.250000 Penalty: 916.456421 Iteration 79Q: 3 clusters Score -1326448 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 18449 members Entering Unmasked Estep Score: -1326462.500000 Penalty: 916.456421 Iteration 80F: 3 clusters Score -1326462 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 18558 members Entering Unmasked Estep Score: -1326481.250000 Penalty: 916.456421 Iteration 81Q: 3 clusters Score -1326481 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 18665 members Entering Unmasked 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Entering Unmasked Estep Score: -1326547.125000 Penalty: 916.456421 Iteration 86Q: 3 clusters Score -1326547 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 19122 members Entering Unmasked Estep Score: -1326552.250000 Penalty: 916.456421 Iteration 87Q: 3 clusters Score -1326552 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 19190 members Entering Unmasked Estep Score: -1326555.750000 Penalty: 916.456421 Iteration 88Q: 3 clusters Score -1326556 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 19270 members Entering Unmasked Estep Score: -1326566.125000 Penalty: 916.456421 Iteration 89Q: 3 clusters Score -1326566 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 19354 members Entering Unmasked Estep Score: -1326576.750000 Penalty: 916.456421 Iteration 90Q: 3 clusters Score -1326577 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 19449 members Entering Unmasked Estep Score: -1326591.750000 Penalty: 916.456421 Iteration 91Q: 3 clusters Score -1326592 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 19554 members Entering Unmasked Estep Score: -1326607.750000 Penalty: 916.456421 Iteration 92Q: 3 clusters Score -1326608 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -1326622.250000 Penalty: 916.456421 Iteration 93Q: 3 clusters Score -1326622 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -1326631.375000 Penalty: 916.456421 Iteration 94Q: 3 clusters Score -1326631 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 19869 members Entering Unmasked Estep Score: -1326644.500000 Penalty: 916.456421 Iteration 95Q: 3 clusters Score -1326644 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 19973 members Entering Unmasked Estep Score: -1326658.500000 Penalty: 916.456421 Iteration 96Q: 3 clusters Score -1326658 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 20081 members Entering Unmasked Estep Score: -1326672.875000 Penalty: 916.456421 Iteration 97Q: 3 clusters Score -1326673 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 20197 members Entering Unmasked Estep Score: -1326696.875000 Penalty: 916.456421 Iteration 98Q: 3 clusters Score -1326697 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 20338 members Entering Unmasked Estep Score: -1326727.625000 Penalty: 916.456421 Iteration 99Q: 3 clusters Score -1326728 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -1326755.750000 Penalty: 916.456421 Iteration 100F: 3 clusters Score -1326756 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -1326779.875000 Penalty: 916.456421 Iteration 101Q: 3 clusters Score -1326780 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -1326805.375000 Penalty: 916.456421 Iteration 102Q: 3 clusters Score -1326805 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -1326841.625000 Penalty: 916.456421 Iteration 103Q: 3 clusters Score -1326842 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 21051 members Entering Unmasked Estep Score: -1326880.750000 Penalty: 916.456421 Iteration 104Q: 3 clusters Score -1326881 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 21209 members Entering Unmasked Estep Score: -1326925.750000 Penalty: 916.456421 Iteration 105Q: 3 clusters Score -1326926 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 21372 members Entering Unmasked Estep Score: -1326963.750000 Penalty: 916.456421 Iteration 106Q: 3 clusters Score -1326964 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 21533 members Entering Unmasked Estep Score: -1327006.625000 Penalty: 916.456421 Iteration 107Q: 3 clusters Score -1327007 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 21669 members Entering Unmasked Estep Score: -1327052.625000 Penalty: 916.456421 Iteration 108Q: 3 clusters Score -1327053 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 21805 members Entering Unmasked Estep Score: -1327089.750000 Penalty: 916.456421 Iteration 109Q: 3 clusters Score -1327090 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 21953 members Entering Unmasked Estep Score: -1327135.750000 Penalty: 916.456421 Iteration 110Q: 3 clusters Score -1327136 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 22086 members Entering Unmasked Estep Score: -1327175.375000 Penalty: 916.456421 Iteration 111Q: 3 clusters Score -1327175 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -1327222.250000 Penalty: 916.456421 Iteration 112Q: 3 clusters Score -1327222 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 22336 members Entering Unmasked Estep Score: -1327264.750000 Penalty: 916.456421 Iteration 113Q: 3 clusters Score -1327265 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 22456 members Entering Unmasked Estep Score: -1327314.125000 Penalty: 916.456421 Iteration 114Q: 3 clusters Score -1327314 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 22569 members Entering Unmasked Estep Score: -1327365.625000 Penalty: 916.456421 Iteration 115Q: 3 clusters Score -1327366 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 22677 members Entering Unmasked Estep Score: -1327407.250000 Penalty: 916.456421 Iteration 116Q: 3 clusters Score -1327407 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 22768 members Entering Unmasked Estep Score: -1327446.625000 Penalty: 916.456421 Iteration 117Q: 3 clusters Score -1327447 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 22853 members Entering Unmasked Estep Score: -1327484.625000 Penalty: 916.456421 Iteration 118Q: 3 clusters Score -1327485 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -1327527.875000 Penalty: 916.456421 Iteration 119Q: 3 clusters Score -1327528 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 23019 members Entering Unmasked Estep Score: -1327568.750000 Penalty: 916.456421 Iteration 120F: 3 clusters Score -1327569 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 23083 members Entering Unmasked Estep Score: -1327599.750000 Penalty: 916.456421 Iteration 121Q: 3 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Iteration 125Q: 3 clusters Score -1327652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -1327652.750000 Penalty: 916.456421 Iteration 126Q: 3 clusters Score -1327653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 23245 members Entering Unmasked Estep Score: -1327657.125000 Penalty: 916.456421 Iteration 127Q: 3 clusters Score -1327657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 23253 members Entering Unmasked Estep Score: -1327660.125000 Penalty: 916.456421 Iteration 128Q: 3 clusters Score -1327660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 23260 members Entering Unmasked Estep Score: -1327660.625000 Penalty: 916.456421 Iteration 129Q: 3 clusters Score -1327661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -1327663.125000 Penalty: 916.456421 Iteration 130Q: 3 clusters Score -1327663 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -1327667.375000 Penalty: 916.456421 Iteration 131Q: 3 clusters Score -1327667 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 23287 members Entering Unmasked Estep Score: -1327671.750000 Penalty: 916.456421 Iteration 132Q: 3 clusters Score -1327672 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 23294 members Entering Unmasked Estep Score: -1327673.250000 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-1327680.125000 Penalty: 916.456421 Iteration 137Q: 3 clusters Score -1327680 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 23335 members Entering Unmasked Estep Score: -1327684.125000 Penalty: 916.456421 Iteration 138Q: 3 clusters Score -1327684 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 23341 members Entering Unmasked Estep Score: -1327683.625000 Penalty: 916.456421 Iteration 139Q: 3 clusters Score -1327684 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 23352 members Entering Unmasked Estep Score: -1327688.000000 Penalty: 916.456421 Iteration 140F: 3 clusters Score -1327688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 23358 members Entering Unmasked 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Unmasked Estep Score: -1327691.250000 Penalty: 916.456421 Iteration 145Q: 3 clusters Score -1327691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 23371 members Entering Unmasked Estep Score: -1327691.500000 Penalty: 916.456421 Iteration 146Q: 3 clusters Score -1327692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 23372 members Entering Unmasked Estep Score: -1327692.250000 Penalty: 916.456421 Iteration 147Q: 3 clusters Score -1327692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -1327691.875000 Penalty: 916.456421 Iteration 148Q: 3 clusters Score -1327692 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -1327691.875000 Penalty: 916.456421 Iteration 149F: 3 clusters Score -1327692 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Entering Unmasked Estep Score: -502399.500000 Penalty: 413.181610 Iteration 0F: 2 clusters Score -502399.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -496563.531250 Penalty: 826.363220 Iteration 0F: 3 clusters Score -496563.5 nChanged 4060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -499006.625000 Penalty: 826.363220 Iteration 1F: 3 clusters Score -499006.6 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -499286.281250 Penalty: 826.363220 Iteration 2F: 3 clusters Score -499286.3 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -499633.687500 Penalty: 826.363220 Iteration 3F: 3 clusters Score -499633.7 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -500010.437500 Penalty: 826.363220 Iteration 4F: 3 clusters Score -500010.4 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -500428.531250 Penalty: 826.363220 Iteration 5F: 3 clusters Score -500428.5 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -500841.281250 Penalty: 826.363220 Iteration 6F: 3 clusters Score -500841.3 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -501171.843750 Penalty: 826.363220 Iteration 7F: 3 clusters Score -501171.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -501399.031250 Penalty: 826.363220 Iteration 8Q: 3 clusters Score -501399 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -501531.000000 Penalty: 826.363220 Iteration 9Q: 3 clusters Score -501531 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -501609.281250 Penalty: 826.363220 Iteration 10Q: 3 clusters Score -501609.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -501659.125000 Penalty: 826.363220 Iteration 11Q: 3 clusters Score -501659.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -501676.406250 Penalty: 826.363220 Iteration 12Q: 3 clusters Score -501676.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -501683.906250 Penalty: 826.363220 Iteration 13Q: 3 clusters Score -501683.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -501687.375000 Penalty: 826.363220 Iteration 14Q: 3 clusters Score -501687.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -501692.375000 Penalty: 826.363220 Iteration 15Q: 3 clusters Score -501692.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -501693.906250 Penalty: 826.363220 Iteration 16Q: 3 clusters Score -501693.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -501694.687500 Penalty: 826.363220 Iteration 17Q: 3 clusters Score -501694.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -501696.406250 Penalty: 826.363220 Iteration 18Q: 3 clusters Score -501696.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -501697.343750 Penalty: 826.363220 Iteration 19Q: 3 clusters Score -501697.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -501698.375000 Penalty: 826.363220 Iteration 20F: 3 clusters Score -501698.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -501698.406250 Penalty: 826.363220 Iteration 21Q: 3 clusters Score -501698.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -501699.281250 Penalty: 826.363220 Iteration 22Q: 3 clusters Score -501699.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -501698.468750 Penalty: 826.363220 Iteration 23Q: 3 clusters Score -501698.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -501699.062500 Penalty: 826.363220 Iteration 24Q: 3 clusters Score -501699.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -501699.718750 Penalty: 826.363220 Iteration 25Q: 3 clusters Score -501699.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -501699.593750 Penalty: 826.363220 Iteration 26Q: 3 clusters Score -501699.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -501699.312500 Penalty: 826.363220 Iteration 27Q: 3 clusters Score -501699.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -501698.906250 Penalty: 826.363220 Iteration 28Q: 3 clusters Score -501698.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -501698.906250 Penalty: 826.363220 Iteration 29F: 3 clusters Score -501698.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -18785.177734 Penalty: 278.871796 Iteration 0F: 2 clusters Score -18785.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -18366.642578 Penalty: 557.743591 Iteration 0F: 3 clusters Score -18366.64 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18598.103516 Penalty: 557.743591 Iteration 1F: 3 clusters Score -18598.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18676.144531 Penalty: 557.743591 Iteration 2F: 3 clusters Score -18676.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -18704.046875 Penalty: 557.743591 Iteration 3F: 3 clusters Score -18704.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -18730.888672 Penalty: 557.743591 Iteration 4Q: 3 clusters Score -18730.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18745.730469 Penalty: 557.743591 Iteration 5Q: 3 clusters Score -18745.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18769.851562 Penalty: 557.743591 Iteration 6Q: 3 clusters Score -18769.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18782.566406 Penalty: 557.743591 Iteration 7Q: 3 clusters Score -18782.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -18791.451172 Penalty: 557.743591 Iteration 8Q: 3 clusters Score -18791.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -18801.896484 Penalty: 557.743591 Iteration 9Q: 3 clusters Score -18801.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18807.001953 Penalty: 557.743591 Iteration 10Q: 3 clusters Score -18807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -18810.183594 Penalty: 557.743591 Iteration 11Q: 3 clusters Score -18810.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -18810.626953 Penalty: 557.743591 Iteration 12Q: 3 clusters Score -18810.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18810.818359 Penalty: 557.743591 Iteration 13Q: 3 clusters Score -18810.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18810.818359 Penalty: 557.743591 Iteration 14F: 3 clusters Score -18810.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117460 members Mstep: Class 21 contains 1797 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 308 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Mstep: Class 28 contains 151 members Entering Unmasked Estep Score: -21381744.000000 Penalty: 16476.107422 Splitting cluster 24 changes total score from -21381694.000000 to -21381744.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 25 (5705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Entering Unmasked Estep Score: -269519.468750 Penalty: 393.533966 Iteration 0F: 2 clusters Score -269519.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -265665.562500 Penalty: 787.067932 Iteration 0F: 3 clusters Score -265665.6 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -267284.156250 Penalty: 787.067932 Iteration 1F: 3 clusters Score -267284.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -267481.500000 Penalty: 787.067932 Iteration 2F: 3 clusters Score -267481.5 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -267686.531250 Penalty: 787.067932 Iteration 3F: 3 clusters Score -267686.5 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -267915.406250 Penalty: 787.067932 Iteration 4F: 3 clusters Score -267915.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -268169.156250 Penalty: 787.067932 Iteration 5F: 3 clusters Score -268169.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -268353.593750 Penalty: 787.067932 Iteration 6F: 3 clusters Score -268353.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -268472.312500 Penalty: 787.067932 Iteration 7Q: 3 clusters Score -268472.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -268558.000000 Penalty: 787.067932 Iteration 8Q: 3 clusters Score -268558 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -268648.593750 Penalty: 787.067932 Iteration 9Q: 3 clusters Score -268648.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -268737.500000 Penalty: 787.067932 Iteration 10Q: 3 clusters Score -268737.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -268804.750000 Penalty: 787.067932 Iteration 11Q: 3 clusters Score -268804.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -268846.593750 Penalty: 787.067932 Iteration 12Q: 3 clusters Score -268846.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -268886.875000 Penalty: 787.067932 Iteration 13Q: 3 clusters Score -268886.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -268932.937500 Penalty: 787.067932 Iteration 14Q: 3 clusters Score -268932.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -268979.031250 Penalty: 787.067932 Iteration 15Q: 3 clusters Score -268979 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -269029.312500 Penalty: 787.067932 Iteration 16Q: 3 clusters Score -269029.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -269058.500000 Penalty: 787.067932 Iteration 17Q: 3 clusters Score -269058.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -269081.812500 Penalty: 787.067932 Iteration 18Q: 3 clusters Score -269081.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -269112.156250 Penalty: 787.067932 Iteration 19Q: 3 clusters Score -269112.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -269144.000000 Penalty: 787.067932 Iteration 20F: 3 clusters Score -269144 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -269173.937500 Penalty: 787.067932 Iteration 21Q: 3 clusters Score -269173.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -269209.968750 Penalty: 787.067932 Iteration 22Q: 3 clusters Score -269210 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -269247.031250 Penalty: 787.067932 Iteration 23Q: 3 clusters Score -269247 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -269273.593750 Penalty: 787.067932 Iteration 24Q: 3 clusters Score -269273.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -269300.062500 Penalty: 787.067932 Iteration 25Q: 3 clusters Score -269300.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -269320.093750 Penalty: 787.067932 Iteration 26Q: 3 clusters Score -269320.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -269338.312500 Penalty: 787.067932 Iteration 27Q: 3 clusters Score -269338.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -269356.812500 Penalty: 787.067932 Iteration 28Q: 3 clusters Score -269356.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -269373.625000 Penalty: 787.067932 Iteration 29Q: 3 clusters Score -269373.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -269387.125000 Penalty: 787.067932 Iteration 30Q: 3 clusters Score -269387.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -269393.562500 Penalty: 787.067932 Iteration 31Q: 3 clusters Score -269393.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -269398.125000 Penalty: 787.067932 Iteration 32Q: 3 clusters Score -269398.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -269401.937500 Penalty: 787.067932 Iteration 33Q: 3 clusters Score -269401.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -269404.062500 Penalty: 787.067932 Iteration 34Q: 3 clusters Score -269404.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -269406.125000 Penalty: 787.067932 Iteration 35Q: 3 clusters Score -269406.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -269408.156250 Penalty: 787.067932 Iteration 36Q: 3 clusters Score -269408.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -269409.875000 Penalty: 787.067932 Iteration 37Q: 3 clusters Score -269409.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -269410.843750 Penalty: 787.067932 Iteration 38Q: 3 clusters Score -269410.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -269412.343750 Penalty: 787.067932 Iteration 39Q: 3 clusters Score -269412.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -269413.312500 Penalty: 787.067932 Iteration 40F: 3 clusters Score -269413.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -269413.500000 Penalty: 787.067932 Iteration 41Q: 3 clusters Score -269413.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -269413.843750 Penalty: 787.067932 Iteration 42Q: 3 clusters Score -269413.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -269414.437500 Penalty: 787.067932 Iteration 43Q: 3 clusters Score -269414.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -269415.500000 Penalty: 787.067932 Iteration 44Q: 3 clusters Score -269415.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -269415.781250 Penalty: 787.067932 Iteration 45Q: 3 clusters Score -269415.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -269415.312500 Penalty: 787.067932 Iteration 46Q: 3 clusters Score -269415.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -269415.093750 Penalty: 787.067932 Iteration 47Q: 3 clusters Score -269415.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -269414.906250 Penalty: 787.067932 Iteration 48Q: 3 clusters Score -269414.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -269414.906250 Penalty: 787.067932 Iteration 49F: 3 clusters Score -269414.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Entering Unmasked Estep Score: -205392.500000 Penalty: 375.415100 Iteration 0F: 2 clusters Score -205392.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -202781.093750 Penalty: 750.830200 Iteration 0F: 3 clusters Score -202781.1 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -203777.203125 Penalty: 750.830200 Iteration 1F: 3 clusters Score -203777.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -203878.031250 Penalty: 750.830200 Iteration 2F: 3 clusters Score -203878 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -203967.500000 Penalty: 750.830200 Iteration 3F: 3 clusters Score -203967.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -204040.125000 Penalty: 750.830200 Iteration 4Q: 3 clusters Score -204040.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -204112.937500 Penalty: 750.830200 Iteration 5Q: 3 clusters Score -204112.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -204178.593750 Penalty: 750.830200 Iteration 6Q: 3 clusters Score -204178.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -204249.390625 Penalty: 750.830200 Iteration 7Q: 3 clusters Score -204249.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -204321.015625 Penalty: 750.830200 Iteration 8Q: 3 clusters Score -204321 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -204395.468750 Penalty: 750.830200 Iteration 9Q: 3 clusters Score -204395.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -204480.000000 Penalty: 750.830200 Iteration 10Q: 3 clusters Score -204480 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -204551.750000 Penalty: 750.830200 Iteration 11Q: 3 clusters Score -204551.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -204612.203125 Penalty: 750.830200 Iteration 12Q: 3 clusters Score -204612.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -204646.312500 Penalty: 750.830200 Iteration 13Q: 3 clusters Score -204646.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -204670.812500 Penalty: 750.830200 Iteration 14Q: 3 clusters Score -204670.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -204693.281250 Penalty: 750.830200 Iteration 15Q: 3 clusters Score -204693.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -204714.296875 Penalty: 750.830200 Iteration 16Q: 3 clusters Score -204714.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -204730.031250 Penalty: 750.830200 Iteration 17Q: 3 clusters Score -204730 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -204745.062500 Penalty: 750.830200 Iteration 18Q: 3 clusters Score -204745.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -204759.421875 Penalty: 750.830200 Iteration 19Q: 3 clusters Score -204759.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -204772.890625 Penalty: 750.830200 Iteration 20F: 3 clusters Score -204772.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -204792.734375 Penalty: 750.830200 Iteration 21Q: 3 clusters Score -204792.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -204815.156250 Penalty: 750.830200 Iteration 22Q: 3 clusters Score -204815.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -204831.359375 Penalty: 750.830200 Iteration 23Q: 3 clusters Score -204831.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -204847.937500 Penalty: 750.830200 Iteration 24Q: 3 clusters Score -204847.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -204863.187500 Penalty: 750.830200 Iteration 25Q: 3 clusters Score -204863.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -204880.203125 Penalty: 750.830200 Iteration 26Q: 3 clusters Score -204880.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -204900.281250 Penalty: 750.830200 Iteration 27Q: 3 clusters Score -204900.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -204919.265625 Penalty: 750.830200 Iteration 28Q: 3 clusters Score -204919.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -204931.265625 Penalty: 750.830200 Iteration 29Q: 3 clusters Score -204931.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -204943.781250 Penalty: 750.830200 Iteration 30Q: 3 clusters Score -204943.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -204953.875000 Penalty: 750.830200 Iteration 31Q: 3 clusters Score -204953.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -204961.109375 Penalty: 750.830200 Iteration 32Q: 3 clusters Score -204961.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -204966.015625 Penalty: 750.830200 Iteration 33Q: 3 clusters Score -204966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -204971.171875 Penalty: 750.830200 Iteration 34Q: 3 clusters Score -204971.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -204975.015625 Penalty: 750.830200 Iteration 35Q: 3 clusters Score -204975 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -204978.937500 Penalty: 750.830200 Iteration 36Q: 3 clusters Score -204978.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -204981.625000 Penalty: 750.830200 Iteration 37Q: 3 clusters Score -204981.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -204983.062500 Penalty: 750.830200 Iteration 38Q: 3 clusters Score -204983.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -204984.296875 Penalty: 750.830200 Iteration 39Q: 3 clusters Score -204984.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -204985.843750 Penalty: 750.830200 Iteration 40F: 3 clusters Score -204985.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -204987.718750 Penalty: 750.830200 Iteration 41Q: 3 clusters Score -204987.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -204989.812500 Penalty: 750.830200 Iteration 42Q: 3 clusters Score -204989.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -204994.375000 Penalty: 750.830200 Iteration 43Q: 3 clusters Score -204994.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -204999.031250 Penalty: 750.830200 Iteration 44Q: 3 clusters Score -204999 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -205004.046875 Penalty: 750.830200 Iteration 45Q: 3 clusters Score -205004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -205007.109375 Penalty: 750.830200 Iteration 46Q: 3 clusters Score -205007.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -205009.812500 Penalty: 750.830200 Iteration 47Q: 3 clusters Score -205009.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -205012.609375 Penalty: 750.830200 Iteration 48Q: 3 clusters Score -205012.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -205016.218750 Penalty: 750.830200 Iteration 49Q: 3 clusters Score -205016.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -205016.875000 Penalty: 750.830200 Iteration 50Q: 3 clusters Score -205016.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -205016.984375 Penalty: 750.830200 Iteration 51Q: 3 clusters Score -205017 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -205017.281250 Penalty: 750.830200 Iteration 52Q: 3 clusters Score -205017.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -205017.468750 Penalty: 750.830200 Iteration 53Q: 3 clusters Score -205017.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -205017.468750 Penalty: 750.830200 Iteration 54F: 3 clusters Score -205017.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Entering Unmasked Estep Score: -9769.382812 Penalty: 241.073441 Iteration 0F: 2 clusters Score -9769.383 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9504.950195 Penalty: 482.146881 Iteration 0F: 3 clusters Score -9504.95 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9576.061523 Penalty: 482.146881 Iteration 1F: 3 clusters Score -9576.062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9586.044922 Penalty: 482.146881 Iteration 2Q: 3 clusters Score -9586.045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9594.024414 Penalty: 482.146881 Iteration 3Q: 3 clusters Score -9594.024 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9595.347656 Penalty: 482.146881 Iteration 4Q: 3 clusters Score -9595.348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9595.347656 Penalty: 482.146881 Iteration 5F: 3 clusters Score -9595.348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 417 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 26684 members Mstep: Class 8 contains 3034 members Mstep: Class 9 contains 6051 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8723 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43190 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 21420 members Mstep: Class 21 contains 1797 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8786 members Mstep: Class 24 contains 308 members Mstep: Class 25 contains 5705 members Mstep: Class 26 contains 3831 members Mstep: Class 27 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -21381874.000000 Penalty: 16476.107422 Iteration 154F: 29 clusters Score -2.138187e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 412 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20293 members Mstep: Class 7 contains 26677 members Mstep: Class 8 contains 3018 members Mstep: Class 9 contains 6042 members Mstep: Class 10 contains 4429 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8740 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2506 members Mstep: Class 16 contains 2022 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2215 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117466 members Mstep: Class 21 contains 1818 members Mstep: Class 22 contains 23646 members Mstep: Class 23 contains 8764 members Mstep: Class 24 contains 354 members Mstep: Class 25 contains 5692 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 200 members Mstep: Class 28 contains 155 members Entering Unmasked Estep ConsiderDeletion Score: -21381974.000000 Penalty: 16476.107422 Iteration 155Q: 29 clusters Score -2.138197e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 404 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66630 members Mstep: Class 6 contains 20285 members Mstep: Class 7 contains 26669 members Mstep: Class 8 contains 3006 members Mstep: Class 9 contains 6044 members Mstep: Class 10 contains 4416 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8754 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2502 members Mstep: Class 16 contains 2023 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2216 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117488 members Mstep: Class 21 contains 1832 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8739 members Mstep: Class 24 contains 391 members Mstep: Class 25 contains 5695 members Mstep: Class 26 contains 3812 members Mstep: Class 27 contains 200 members Mstep: Class 28 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -21382114.000000 Penalty: 16476.107422 Iteration 156Q: 29 clusters Score -2.138211e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 401 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 20273 members Mstep: Class 7 contains 26668 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 6055 members Mstep: Class 10 contains 4407 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8763 members Mstep: Class 13 contains 4737 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2502 members Mstep: Class 16 contains 2027 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2222 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117520 members Mstep: Class 21 contains 1844 members Mstep: Class 22 contains 23645 members Mstep: Class 23 contains 8717 members Mstep: Class 24 contains 410 members Mstep: Class 25 contains 5690 members Mstep: Class 26 contains 3805 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -21382140.000000 Penalty: 16476.107422 Iteration 157Q: 29 clusters Score -2.138214e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6486 members Mstep: Class 3 contains 401 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 20265 members Mstep: Class 7 contains 26667 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 6060 members Mstep: Class 10 contains 4398 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8762 members Mstep: Class 13 contains 4736 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2504 members Mstep: Class 16 contains 2027 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2228 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117542 members Mstep: Class 21 contains 1864 members Mstep: Class 22 contains 23643 members Mstep: Class 23 contains 8698 members Mstep: Class 24 contains 429 members Mstep: Class 25 contains 5685 members Mstep: Class 26 contains 3800 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 151 members Entering Unmasked Estep ConsiderDeletion Score: -21382142.000000 Penalty: 16476.107422 Iteration 158Q: 29 clusters Score -2.138214e+07 nChanged 189 Entering ConstructFrom: Score: -21382142.000000 Penalty: 16476.107422 Entering ConstructFrom: Trying to split cluster 1 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -56887.011719 Penalty: 328.759399 Iteration 0F: 2 clusters Score -56887.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -55843.238281 Penalty: 657.518799 Iteration 0F: 3 clusters Score -55843.24 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -56284.351562 Penalty: 657.518799 Iteration 1F: 3 clusters Score -56284.35 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -56396.941406 Penalty: 657.518799 Iteration 2F: 3 clusters Score -56396.94 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -56467.632812 Penalty: 657.518799 Iteration 3F: 3 clusters Score -56467.63 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -56520.886719 Penalty: 657.518799 Iteration 4Q: 3 clusters Score -56520.89 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -56588.722656 Penalty: 657.518799 Iteration 5F: 3 clusters Score -56588.72 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -56625.941406 Penalty: 657.518799 Iteration 6Q: 3 clusters Score -56625.94 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -56674.781250 Penalty: 657.518799 Iteration 7Q: 3 clusters Score -56674.78 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -56748.675781 Penalty: 657.518799 Iteration 8Q: 3 clusters Score -56748.68 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -56786.804688 Penalty: 657.518799 Iteration 9Q: 3 clusters Score -56786.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -56808.148438 Penalty: 657.518799 Iteration 10Q: 3 clusters Score -56808.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -56818.585938 Penalty: 657.518799 Iteration 11Q: 3 clusters Score -56818.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -56825.074219 Penalty: 657.518799 Iteration 12Q: 3 clusters Score -56825.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -56828.136719 Penalty: 657.518799 Iteration 13Q: 3 clusters Score -56828.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -56829.324219 Penalty: 657.518799 Iteration 14Q: 3 clusters Score -56829.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -56829.902344 Penalty: 657.518799 Iteration 15Q: 3 clusters Score -56829.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -56830.042969 Penalty: 657.518799 Iteration 16Q: 3 clusters Score -56830.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -56830.042969 Penalty: 657.518799 Iteration 17F: 3 clusters Score -56830.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Entering Unmasked Estep Score: -340711.843750 Penalty: 399.357727 Iteration 0F: 2 clusters Score -340711.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -336348.937500 Penalty: 798.715454 Iteration 0F: 3 clusters Score -336348.9 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -338190.125000 Penalty: 798.715454 Iteration 1F: 3 clusters Score -338190.1 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -338627.718750 Penalty: 798.715454 Iteration 2F: 3 clusters Score -338627.7 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -339217.000000 Penalty: 798.715454 Iteration 3F: 3 clusters Score -339217 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -339770.687500 Penalty: 798.715454 Iteration 4F: 3 clusters Score -339770.7 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -340125.812500 Penalty: 798.715454 Iteration 5F: 3 clusters Score -340125.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -340278.156250 Penalty: 798.715454 Iteration 6Q: 3 clusters Score -340278.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -340352.906250 Penalty: 798.715454 Iteration 7Q: 3 clusters Score -340352.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -340396.468750 Penalty: 798.715454 Iteration 8Q: 3 clusters Score -340396.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -340429.125000 Penalty: 798.715454 Iteration 9Q: 3 clusters Score -340429.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -340449.875000 Penalty: 798.715454 Iteration 10Q: 3 clusters Score -340449.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -340461.875000 Penalty: 798.715454 Iteration 11Q: 3 clusters Score -340461.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -340467.937500 Penalty: 798.715454 Iteration 12Q: 3 clusters Score -340467.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -340473.531250 Penalty: 798.715454 Iteration 13Q: 3 clusters Score -340473.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -340480.343750 Penalty: 798.715454 Iteration 14Q: 3 clusters Score -340480.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -340483.031250 Penalty: 798.715454 Iteration 15Q: 3 clusters Score -340483 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -340483.531250 Penalty: 798.715454 Iteration 16Q: 3 clusters Score -340483.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -340484.937500 Penalty: 798.715454 Iteration 17Q: 3 clusters Score -340484.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -340484.718750 Penalty: 798.715454 Iteration 18Q: 3 clusters Score -340484.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -340485.718750 Penalty: 798.715454 Iteration 19Q: 3 clusters Score -340485.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -340486.718750 Penalty: 798.715454 Iteration 20F: 3 clusters Score -340486.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -340486.531250 Penalty: 798.715454 Iteration 21Q: 3 clusters Score -340486.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -340487.125000 Penalty: 798.715454 Iteration 22Q: 3 clusters Score -340487.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -340487.750000 Penalty: 798.715454 Iteration 23Q: 3 clusters Score -340487.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -340488.093750 Penalty: 798.715454 Iteration 24Q: 3 clusters Score -340488.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -340488.093750 Penalty: 798.715454 Iteration 25Q: 3 clusters Score -340488.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -340488.625000 Penalty: 798.715454 Iteration 26Q: 3 clusters Score -340488.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -340488.625000 Penalty: 798.715454 Iteration 27F: 3 clusters Score -340488.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -13093.290039 Penalty: 272.838593 Iteration 0F: 2 clusters Score -13093.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12672.135742 Penalty: 545.677185 Iteration 0F: 3 clusters Score -12672.14 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -12904.509766 Penalty: 545.677185 Iteration 1F: 3 clusters Score -12904.51 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12972.296875 Penalty: 545.677185 Iteration 2F: 3 clusters Score -12972.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12997.789062 Penalty: 545.677185 Iteration 3Q: 3 clusters Score -12997.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -13007.905273 Penalty: 545.677185 Iteration 4Q: 3 clusters Score -13007.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -13010.604492 Penalty: 545.677185 Iteration 5Q: 3 clusters Score -13010.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -13012.405273 Penalty: 545.677185 Iteration 6Q: 3 clusters Score -13012.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -13012.405273 Penalty: 545.677185 Iteration 7F: 3 clusters Score -13012.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -108619.960938 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108620 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -109008.546875 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109008.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -109066.750000 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109066.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -109112.890625 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109112.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -109145.648438 Penalty: 686.966553 Iteration 4Q: 3 clusters Score -109145.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -109166.570312 Penalty: 686.966553 Iteration 5Q: 3 clusters Score -109166.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -109185.953125 Penalty: 686.966553 Iteration 6Q: 3 clusters Score -109186 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -109204.992188 Penalty: 686.966553 Iteration 7Q: 3 clusters Score -109205 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -109221.984375 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109222 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -109243.765625 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109243.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -109266.984375 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109267 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -109295.562500 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109295.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -109334.296875 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109334.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -109391.976562 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109392 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -109467.734375 Penalty: 686.966553 Iteration 14F: 3 clusters Score -109467.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -109554.890625 Penalty: 686.966553 Iteration 15F: 3 clusters Score -109554.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -109636.312500 Penalty: 686.966553 Iteration 16Q: 3 clusters Score -109636.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -109684.812500 Penalty: 686.966553 Iteration 17Q: 3 clusters Score -109684.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -109712.625000 Penalty: 686.966553 Iteration 18Q: 3 clusters Score -109712.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -109724.851562 Penalty: 686.966553 Iteration 19Q: 3 clusters Score -109724.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -109738.132812 Penalty: 686.966553 Iteration 20F: 3 clusters Score -109738.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -109747.562500 Penalty: 686.966553 Iteration 21Q: 3 clusters Score -109747.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -109754.601562 Penalty: 686.966553 Iteration 22Q: 3 clusters Score -109754.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -109759.632812 Penalty: 686.966553 Iteration 23Q: 3 clusters Score -109759.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -109760.257812 Penalty: 686.966553 Iteration 24Q: 3 clusters Score -109760.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -109762.484375 Penalty: 686.966553 Iteration 25Q: 3 clusters Score -109762.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -109762.382812 Penalty: 686.966553 Iteration 26Q: 3 clusters Score -109762.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -109762.382812 Penalty: 686.966553 Iteration 27F: 3 clusters Score -109762.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66625 members Entering Unmasked Estep Score: -3642339.500000 Penalty: 505.361023 Iteration 0F: 2 clusters Score -3642340 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33578 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -3597760.750000 Penalty: 1010.722046 Iteration 0F: 3 clusters Score -3597761 nChanged 32329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40205 members Mstep: Class 2 contains 26420 members Entering Unmasked Estep Score: -3619827.250000 Penalty: 1010.722046 Iteration 1F: 3 clusters Score -3619827 nChanged 4637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43746 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -3622844.750000 Penalty: 1010.722046 Iteration 2F: 3 clusters Score -3622845 nChanged 5072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47868 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -3626672.250000 Penalty: 1010.722046 Iteration 3F: 3 clusters Score -3626672 nChanged 4715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51981 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -3630491.500000 Penalty: 1010.722046 Iteration 4F: 3 clusters Score -3630492 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55522 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -3633594.750000 Penalty: 1010.722046 Iteration 5F: 3 clusters Score -3633595 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58450 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -3636155.500000 Penalty: 1010.722046 Iteration 6Q: 3 clusters Score -3636156 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60712 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -3638071.000000 Penalty: 1010.722046 Iteration 7Q: 3 clusters Score -3638071 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62335 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -3639372.750000 Penalty: 1010.722046 Iteration 8Q: 3 clusters Score -3639373 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63474 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -3640193.750000 Penalty: 1010.722046 Iteration 9Q: 3 clusters Score -3640194 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64266 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -3640708.750000 Penalty: 1010.722046 Iteration 10Q: 3 clusters Score -3640709 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64902 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -3641099.000000 Penalty: 1010.722046 Iteration 11Q: 3 clusters Score -3641099 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65362 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -3641393.750000 Penalty: 1010.722046 Iteration 12Q: 3 clusters Score -3641394 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65656 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -3641555.750000 Penalty: 1010.722046 Iteration 13Q: 3 clusters Score -3641556 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65856 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -3641665.250000 Penalty: 1010.722046 Iteration 14Q: 3 clusters Score -3641665 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65996 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -3641751.750000 Penalty: 1010.722046 Iteration 15Q: 3 clusters Score -3641752 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66092 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -3641802.750000 Penalty: 1010.722046 Iteration 16Q: 3 clusters Score -3641803 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66164 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -3641836.000000 Penalty: 1010.722046 Iteration 17Q: 3 clusters Score -3641836 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66219 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -3641867.000000 Penalty: 1010.722046 Iteration 18Q: 3 clusters Score -3641867 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66259 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -3641883.500000 Penalty: 1010.722046 Iteration 19Q: 3 clusters Score -3641884 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66284 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -3641898.500000 Penalty: 1010.722046 Iteration 20F: 3 clusters Score -3641898 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66306 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -3641911.500000 Penalty: 1010.722046 Iteration 21Q: 3 clusters Score -3641912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66327 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -3641922.750000 Penalty: 1010.722046 Iteration 22Q: 3 clusters Score -3641923 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66342 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3641925.250000 Penalty: 1010.722046 Iteration 23Q: 3 clusters Score -3641925 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66354 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -3641935.250000 Penalty: 1010.722046 Iteration 24Q: 3 clusters Score -3641935 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66363 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -3641935.750000 Penalty: 1010.722046 Iteration 25Q: 3 clusters Score -3641936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66372 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -3641936.750000 Penalty: 1010.722046 Iteration 26Q: 3 clusters Score -3641937 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66378 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -3641943.500000 Penalty: 1010.722046 Iteration 27Q: 3 clusters Score -3641944 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66386 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -3641944.750000 Penalty: 1010.722046 Iteration 28Q: 3 clusters Score -3641945 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66394 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -3641945.250000 Penalty: 1010.722046 Iteration 29Q: 3 clusters Score -3641945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66397 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -3641944.250000 Penalty: 1010.722046 Iteration 30Q: 3 clusters Score -3641944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66402 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -3641949.750000 Penalty: 1010.722046 Iteration 31Q: 3 clusters Score -3641950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66404 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -3641952.750000 Penalty: 1010.722046 Iteration 32Q: 3 clusters Score -3641953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66407 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -3641957.500000 Penalty: 1010.722046 Iteration 33Q: 3 clusters Score -3641958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66415 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -3641965.000000 Penalty: 1010.722046 Iteration 34Q: 3 clusters Score -3641965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66419 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -3641968.250000 Penalty: 1010.722046 Iteration 35Q: 3 clusters Score -3641968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66428 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -3641972.750000 Penalty: 1010.722046 Iteration 36Q: 3 clusters Score -3641973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66432 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -3641975.250000 Penalty: 1010.722046 Iteration 37Q: 3 clusters Score -3641975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66431 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -3641976.000000 Penalty: 1010.722046 Iteration 38Q: 3 clusters Score -3641976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66433 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -3641977.250000 Penalty: 1010.722046 Iteration 39Q: 3 clusters Score -3641977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66431 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -3641977.750000 Penalty: 1010.722046 Iteration 40F: 3 clusters Score -3641978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66430 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -3641975.750000 Penalty: 1010.722046 Iteration 41Q: 3 clusters Score -3641976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66430 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -3641975.750000 Penalty: 1010.722046 Iteration 42F: 3 clusters Score -3641976 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (20251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20251 members Entering Unmasked Estep Score: -1050303.625000 Penalty: 451.176147 Iteration 0F: 2 clusters Score -1050304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -1036789.062500 Penalty: 902.352295 Iteration 0F: 3 clusters Score -1036789 nChanged 9571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 9250 members Entering Unmasked Estep Score: -1042793.250000 Penalty: 902.352295 Iteration 1F: 3 clusters Score -1042793 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -1043263.000000 Penalty: 902.352295 Iteration 2Q: 3 clusters Score -1043263 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -1043901.937500 Penalty: 902.352295 Iteration 3F: 3 clusters Score -1043902 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1044715.750000 Penalty: 902.352295 Iteration 4F: 3 clusters Score -1044716 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -1045623.187500 Penalty: 902.352295 Iteration 5F: 3 clusters Score -1045623 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -1046379.187500 Penalty: 902.352295 Iteration 6F: 3 clusters Score -1046379 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1046870.437500 Penalty: 902.352295 Iteration 7Q: 3 clusters Score -1046870 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1047205.437500 Penalty: 902.352295 Iteration 8Q: 3 clusters Score -1047205 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -1047447.562500 Penalty: 902.352295 Iteration 9Q: 3 clusters Score -1047448 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1047645.000000 Penalty: 902.352295 Iteration 10Q: 3 clusters Score -1047645 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1047830.375000 Penalty: 902.352295 Iteration 11Q: 3 clusters Score -1047830 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1047992.062500 Penalty: 902.352295 Iteration 12Q: 3 clusters Score -1047992 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16650 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1048156.187500 Penalty: 902.352295 Iteration 13Q: 3 clusters Score -1048156 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1048347.937500 Penalty: 902.352295 Iteration 14Q: 3 clusters Score -1048348 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1048558.375000 Penalty: 902.352295 Iteration 15Q: 3 clusters Score -1048558 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17995 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1048787.750000 Penalty: 902.352295 Iteration 16Q: 3 clusters Score -1048788 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18432 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1049033.000000 Penalty: 902.352295 Iteration 17Q: 3 clusters Score -1049033 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18819 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1049257.625000 Penalty: 902.352295 Iteration 18Q: 3 clusters Score -1049258 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19120 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1049420.750000 Penalty: 902.352295 Iteration 19Q: 3 clusters Score -1049421 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19375 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1049565.375000 Penalty: 902.352295 Iteration 20F: 3 clusters Score -1049565 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19574 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1049675.125000 Penalty: 902.352295 Iteration 21Q: 3 clusters Score -1049675 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19707 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1049747.125000 Penalty: 902.352295 Iteration 22Q: 3 clusters Score -1049747 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19818 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1049805.875000 Penalty: 902.352295 Iteration 23Q: 3 clusters Score -1049806 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1049852.625000 Penalty: 902.352295 Iteration 24Q: 3 clusters Score -1049853 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1049894.875000 Penalty: 902.352295 Iteration 25Q: 3 clusters Score -1049895 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1049920.125000 Penalty: 902.352295 Iteration 26Q: 3 clusters Score -1049920 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1049937.500000 Penalty: 902.352295 Iteration 27Q: 3 clusters Score -1049938 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20032 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1049947.125000 Penalty: 902.352295 Iteration 28Q: 3 clusters Score -1049947 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20041 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1049952.625000 Penalty: 902.352295 Iteration 29Q: 3 clusters Score -1049953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20046 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -1049956.000000 Penalty: 902.352295 Iteration 30Q: 3 clusters Score -1049956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1049959.250000 Penalty: 902.352295 Iteration 31Q: 3 clusters Score -1049959 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1049962.125000 Penalty: 902.352295 Iteration 32Q: 3 clusters Score -1049962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1049962.875000 Penalty: 902.352295 Iteration 33Q: 3 clusters Score -1049963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20059 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1049963.875000 Penalty: 902.352295 Iteration 34Q: 3 clusters Score -1049964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20060 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -1049968.000000 Penalty: 902.352295 Iteration 35Q: 3 clusters Score -1049968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20061 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1049971.375000 Penalty: 902.352295 Iteration 36Q: 3 clusters Score -1049971 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20064 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1049973.750000 Penalty: 902.352295 Iteration 37Q: 3 clusters Score -1049974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20066 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -1049976.625000 Penalty: 902.352295 Iteration 38Q: 3 clusters Score -1049977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20068 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1049978.000000 Penalty: 902.352295 Iteration 39Q: 3 clusters Score -1049978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20072 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1049983.625000 Penalty: 902.352295 Iteration 40F: 3 clusters Score -1049984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1049985.625000 Penalty: 902.352295 Iteration 41Q: 3 clusters Score -1049986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1049986.375000 Penalty: 902.352295 Iteration 42Q: 3 clusters Score -1049986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20075 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1049986.625000 Penalty: 902.352295 Iteration 43Q: 3 clusters Score -1049987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20078 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1049987.375000 Penalty: 902.352295 Iteration 44Q: 3 clusters Score -1049987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20078 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1049988.875000 Penalty: 902.352295 Iteration 45Q: 3 clusters Score -1049989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -1049990.625000 Penalty: 902.352295 Iteration 46Q: 3 clusters Score -1049991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20081 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1049992.375000 Penalty: 902.352295 Iteration 47Q: 3 clusters Score -1049992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20083 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1049993.875000 Penalty: 902.352295 Iteration 48Q: 3 clusters Score -1049994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20083 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1049993.875000 Penalty: 902.352295 Iteration 49F: 3 clusters Score -1049994 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26667 members Entering Unmasked Estep Score: -1492977.250000 Penalty: 463.698792 Iteration 0F: 2 clusters Score -1492977 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1475303.000000 Penalty: 927.397583 Iteration 0F: 3 clusters Score -1475303 nChanged 12679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -1482494.375000 Penalty: 927.397583 Iteration 1F: 3 clusters Score -1482494 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -1482937.500000 Penalty: 927.397583 Iteration 2Q: 3 clusters Score -1482938 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11828 members Mstep: Class 2 contains 14839 members Entering Unmasked Estep Score: -1483506.250000 Penalty: 927.397583 Iteration 3Q: 3 clusters Score -1483506 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -1484285.250000 Penalty: 927.397583 Iteration 4F: 3 clusters Score -1484285 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 16576 members Entering Unmasked Estep Score: -1485294.125000 Penalty: 927.397583 Iteration 5F: 3 clusters Score -1485294 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 17661 members Entering Unmasked Estep Score: -1486497.250000 Penalty: 927.397583 Iteration 6F: 3 clusters Score -1486497 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 18711 members Entering Unmasked Estep Score: -1487633.375000 Penalty: 927.397583 Iteration 7F: 3 clusters Score -1487633 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -1488473.625000 Penalty: 927.397583 Iteration 8Q: 3 clusters Score -1488474 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 20435 members Entering Unmasked Estep Score: -1489107.750000 Penalty: 927.397583 Iteration 9Q: 3 clusters Score -1489108 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 21168 members Entering Unmasked Estep Score: -1489629.250000 Penalty: 927.397583 Iteration 10Q: 3 clusters Score -1489629 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 21859 members Entering Unmasked Estep Score: -1490098.875000 Penalty: 927.397583 Iteration 11Q: 3 clusters Score -1490099 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 22498 members Entering Unmasked Estep Score: -1490535.500000 Penalty: 927.397583 Iteration 12Q: 3 clusters Score -1490536 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -1490967.750000 Penalty: 927.397583 Iteration 13Q: 3 clusters Score -1490968 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 23671 members Entering Unmasked Estep Score: -1491375.875000 Penalty: 927.397583 Iteration 14Q: 3 clusters Score -1491376 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -1491750.625000 Penalty: 927.397583 Iteration 15Q: 3 clusters Score -1491751 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -1492051.875000 Penalty: 927.397583 Iteration 16Q: 3 clusters Score -1492052 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -1492298.750000 Penalty: 927.397583 Iteration 17Q: 3 clusters Score -1492299 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 25044 members Entering Unmasked Estep Score: -1492474.250000 Penalty: 927.397583 Iteration 18Q: 3 clusters Score -1492474 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 25226 members Entering Unmasked Estep Score: -1492595.625000 Penalty: 927.397583 Iteration 19Q: 3 clusters Score -1492596 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 25370 members Entering Unmasked Estep Score: -1492684.750000 Penalty: 927.397583 Iteration 20F: 3 clusters Score -1492685 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -1492730.250000 Penalty: 927.397583 Iteration 21Q: 3 clusters Score -1492730 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 25547 members Entering Unmasked Estep Score: -1492769.875000 Penalty: 927.397583 Iteration 22Q: 3 clusters Score -1492770 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 25602 members Entering Unmasked Estep Score: -1492791.750000 Penalty: 927.397583 Iteration 23Q: 3 clusters Score -1492792 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 25646 members Entering Unmasked Estep Score: -1492809.250000 Penalty: 927.397583 Iteration 24Q: 3 clusters Score -1492809 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 25692 members Entering Unmasked Estep Score: -1492820.000000 Penalty: 927.397583 Iteration 25Q: 3 clusters Score -1492820 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 25722 members Entering Unmasked Estep Score: -1492833.000000 Penalty: 927.397583 Iteration 26Q: 3 clusters Score -1492833 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 25741 members Entering Unmasked Estep Score: -1492837.750000 Penalty: 927.397583 Iteration 27Q: 3 clusters Score -1492838 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 25758 members Entering Unmasked Estep Score: -1492842.250000 Penalty: 927.397583 Iteration 28Q: 3 clusters Score -1492842 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 25767 members Entering Unmasked Estep Score: -1492845.250000 Penalty: 927.397583 Iteration 29Q: 3 clusters Score -1492845 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 25771 members Entering Unmasked Estep Score: -1492851.250000 Penalty: 927.397583 Iteration 30Q: 3 clusters Score -1492851 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 25776 members Entering Unmasked Estep Score: -1492854.250000 Penalty: 927.397583 Iteration 31Q: 3 clusters Score -1492854 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 25784 members Entering Unmasked Estep Score: -1492860.375000 Penalty: 927.397583 Iteration 32Q: 3 clusters Score -1492860 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 25789 members Entering Unmasked Estep Score: -1492868.875000 Penalty: 927.397583 Iteration 33Q: 3 clusters Score -1492869 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 25797 members Entering Unmasked Estep Score: -1492871.750000 Penalty: 927.397583 Iteration 34Q: 3 clusters Score -1492872 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 25805 members Entering Unmasked Estep Score: -1492874.375000 Penalty: 927.397583 Iteration 35Q: 3 clusters Score -1492874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 25809 members Entering Unmasked Estep Score: -1492877.625000 Penalty: 927.397583 Iteration 36Q: 3 clusters Score -1492878 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 25813 members Entering Unmasked Estep Score: -1492887.000000 Penalty: 927.397583 Iteration 37Q: 3 clusters Score -1492887 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 25820 members Entering Unmasked Estep Score: -1492891.625000 Penalty: 927.397583 Iteration 38Q: 3 clusters Score -1492892 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 25818 members Entering Unmasked Estep Score: -1492896.500000 Penalty: 927.397583 Iteration 39Q: 3 clusters Score -1492896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 25819 members Entering Unmasked Estep Score: -1492899.500000 Penalty: 927.397583 Iteration 40F: 3 clusters Score -1492900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 25820 members Entering Unmasked Estep Score: -1492898.500000 Penalty: 927.397583 Iteration 41Q: 3 clusters Score -1492898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 25821 members Entering Unmasked Estep Score: -1492898.875000 Penalty: 927.397583 Iteration 42Q: 3 clusters Score -1492899 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 25821 members Entering Unmasked Estep Score: -1492899.500000 Penalty: 927.397583 Iteration 43Q: 3 clusters Score -1492900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 25822 members Entering Unmasked Estep Score: -1492900.125000 Penalty: 927.397583 Iteration 44Q: 3 clusters Score -1492900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 25823 members Entering Unmasked Estep Score: -1492902.000000 Penalty: 927.397583 Iteration 45Q: 3 clusters Score -1492902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 25824 members Entering Unmasked Estep Score: -1492902.125000 Penalty: 927.397583 Iteration 46Q: 3 clusters Score -1492902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 25825 members Entering Unmasked Estep Score: -1492902.125000 Penalty: 927.397583 Iteration 47Q: 3 clusters Score -1492902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 25825 members Entering Unmasked Estep Score: -1492902.125000 Penalty: 927.397583 Iteration 48F: 3 clusters Score -1492902 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Entering Unmasked Estep Score: -138399.453125 Penalty: 363.817108 Iteration 0F: 2 clusters Score -138399.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -136362.656250 Penalty: 727.634216 Iteration 0F: 3 clusters Score -136362.7 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -137126.203125 Penalty: 727.634216 Iteration 1F: 3 clusters Score -137126.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -137259.781250 Penalty: 727.634216 Iteration 2F: 3 clusters Score -137259.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -137387.250000 Penalty: 727.634216 Iteration 3F: 3 clusters Score -137387.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -137509.343750 Penalty: 727.634216 Iteration 4F: 3 clusters Score -137509.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -137586.265625 Penalty: 727.634216 Iteration 5F: 3 clusters Score -137586.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -137637.859375 Penalty: 727.634216 Iteration 6Q: 3 clusters Score -137637.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -137664.828125 Penalty: 727.634216 Iteration 7Q: 3 clusters Score -137664.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -137680.718750 Penalty: 727.634216 Iteration 8Q: 3 clusters Score -137680.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -137694.953125 Penalty: 727.634216 Iteration 9Q: 3 clusters Score -137695 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -137708.500000 Penalty: 727.634216 Iteration 10Q: 3 clusters Score -137708.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -137722.937500 Penalty: 727.634216 Iteration 11Q: 3 clusters Score -137722.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -137730.703125 Penalty: 727.634216 Iteration 12Q: 3 clusters Score -137730.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -137741.484375 Penalty: 727.634216 Iteration 13Q: 3 clusters Score -137741.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -137753.750000 Penalty: 727.634216 Iteration 14Q: 3 clusters Score -137753.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -137764.031250 Penalty: 727.634216 Iteration 15Q: 3 clusters Score -137764 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -137772.984375 Penalty: 727.634216 Iteration 16Q: 3 clusters Score -137773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -137777.875000 Penalty: 727.634216 Iteration 17Q: 3 clusters Score -137777.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -137779.671875 Penalty: 727.634216 Iteration 18Q: 3 clusters Score -137779.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -137780.718750 Penalty: 727.634216 Iteration 19Q: 3 clusters Score -137780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -137781.375000 Penalty: 727.634216 Iteration 20F: 3 clusters Score -137781.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -137782.234375 Penalty: 727.634216 Iteration 21Q: 3 clusters Score -137782.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -137782.093750 Penalty: 727.634216 Iteration 22Q: 3 clusters Score -137782.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -137782.640625 Penalty: 727.634216 Iteration 23Q: 3 clusters Score -137782.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -137782.593750 Penalty: 727.634216 Iteration 24Q: 3 clusters Score -137782.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -137782.593750 Penalty: 727.634216 Iteration 25F: 3 clusters Score -137782.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Entering Unmasked Estep Score: -304109.687500 Penalty: 396.348175 Iteration 0F: 2 clusters Score -304109.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -300083.125000 Penalty: 792.696350 Iteration 0F: 3 clusters Score -300083.1 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -301600.750000 Penalty: 792.696350 Iteration 1F: 3 clusters Score -301600.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -301807.156250 Penalty: 792.696350 Iteration 2F: 3 clusters Score -301807.2 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -302038.125000 Penalty: 792.696350 Iteration 3F: 3 clusters Score -302038.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -302340.125000 Penalty: 792.696350 Iteration 4F: 3 clusters Score -302340.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -302678.656250 Penalty: 792.696350 Iteration 5F: 3 clusters Score -302678.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -303004.718750 Penalty: 792.696350 Iteration 6F: 3 clusters Score -303004.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -303305.312500 Penalty: 792.696350 Iteration 7Q: 3 clusters Score -303305.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -303546.312500 Penalty: 792.696350 Iteration 8Q: 3 clusters Score -303546.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -303656.312500 Penalty: 792.696350 Iteration 9Q: 3 clusters Score -303656.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -303704.781250 Penalty: 792.696350 Iteration 10Q: 3 clusters Score -303704.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -303727.250000 Penalty: 792.696350 Iteration 11Q: 3 clusters Score -303727.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -303741.375000 Penalty: 792.696350 Iteration 12Q: 3 clusters Score -303741.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -303752.531250 Penalty: 792.696350 Iteration 13Q: 3 clusters Score -303752.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -303759.656250 Penalty: 792.696350 Iteration 14Q: 3 clusters Score -303759.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -303761.656250 Penalty: 792.696350 Iteration 15Q: 3 clusters Score -303761.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -303763.937500 Penalty: 792.696350 Iteration 16Q: 3 clusters Score -303763.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -303764.468750 Penalty: 792.696350 Iteration 17Q: 3 clusters Score -303764.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -303764.562500 Penalty: 792.696350 Iteration 18Q: 3 clusters Score -303764.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -303764.562500 Penalty: 792.696350 Iteration 19F: 3 clusters Score -303764.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Entering Unmasked Estep Score: -247561.265625 Penalty: 381.591614 Iteration 0F: 2 clusters Score -247561.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -244595.265625 Penalty: 763.183228 Iteration 0F: 3 clusters Score -244595.3 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -245646.203125 Penalty: 763.183228 Iteration 1F: 3 clusters Score -245646.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -245787.218750 Penalty: 763.183228 Iteration 2F: 3 clusters Score -245787.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -245941.218750 Penalty: 763.183228 Iteration 3F: 3 clusters Score -245941.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -246125.875000 Penalty: 763.183228 Iteration 4F: 3 clusters Score -246125.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -246319.296875 Penalty: 763.183228 Iteration 5F: 3 clusters Score -246319.3 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -246617.765625 Penalty: 763.183228 Iteration 6F: 3 clusters Score -246617.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -246941.203125 Penalty: 763.183228 Iteration 7F: 3 clusters Score -246941.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -247215.015625 Penalty: 763.183228 Iteration 8F: 3 clusters Score -247215 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -247353.937500 Penalty: 763.183228 Iteration 9Q: 3 clusters Score -247353.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -247409.546875 Penalty: 763.183228 Iteration 10Q: 3 clusters Score -247409.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -247436.687500 Penalty: 763.183228 Iteration 11Q: 3 clusters Score -247436.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -247465.328125 Penalty: 763.183228 Iteration 12Q: 3 clusters Score -247465.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -247486.578125 Penalty: 763.183228 Iteration 13Q: 3 clusters Score -247486.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -247501.343750 Penalty: 763.183228 Iteration 14Q: 3 clusters Score -247501.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -247511.031250 Penalty: 763.183228 Iteration 15Q: 3 clusters Score -247511 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -247517.109375 Penalty: 763.183228 Iteration 16Q: 3 clusters Score -247517.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -247528.046875 Penalty: 763.183228 Iteration 17Q: 3 clusters Score -247528 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -247536.171875 Penalty: 763.183228 Iteration 18Q: 3 clusters Score -247536.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -247541.890625 Penalty: 763.183228 Iteration 19Q: 3 clusters Score -247541.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -247545.796875 Penalty: 763.183228 Iteration 20F: 3 clusters Score -247545.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -247549.078125 Penalty: 763.183228 Iteration 21Q: 3 clusters Score -247549.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -247552.453125 Penalty: 763.183228 Iteration 22Q: 3 clusters Score -247552.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -247555.484375 Penalty: 763.183228 Iteration 23Q: 3 clusters Score -247555.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -247558.265625 Penalty: 763.183228 Iteration 24Q: 3 clusters Score -247558.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -247559.781250 Penalty: 763.183228 Iteration 25Q: 3 clusters Score -247559.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -247561.578125 Penalty: 763.183228 Iteration 26Q: 3 clusters Score -247561.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -247562.734375 Penalty: 763.183228 Iteration 27Q: 3 clusters Score -247562.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -247565.265625 Penalty: 763.183228 Iteration 28Q: 3 clusters Score -247565.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -247567.828125 Penalty: 763.183228 Iteration 29Q: 3 clusters Score -247567.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -247571.562500 Penalty: 763.183228 Iteration 30Q: 3 clusters Score -247571.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -247577.906250 Penalty: 763.183228 Iteration 31Q: 3 clusters Score -247577.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -247585.546875 Penalty: 763.183228 Iteration 32Q: 3 clusters Score -247585.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -247591.968750 Penalty: 763.183228 Iteration 33Q: 3 clusters Score -247592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -247595.625000 Penalty: 763.183228 Iteration 34Q: 3 clusters Score -247595.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -247596.984375 Penalty: 763.183228 Iteration 35Q: 3 clusters Score -247597 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -247598.906250 Penalty: 763.183228 Iteration 36Q: 3 clusters Score -247598.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -247600.046875 Penalty: 763.183228 Iteration 37Q: 3 clusters Score -247600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -247604.125000 Penalty: 763.183228 Iteration 38Q: 3 clusters Score -247604.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -247606.796875 Penalty: 763.183228 Iteration 39Q: 3 clusters Score -247606.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -247609.625000 Penalty: 763.183228 Iteration 40F: 3 clusters Score -247609.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -247614.734375 Penalty: 763.183228 Iteration 41Q: 3 clusters Score -247614.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -247616.953125 Penalty: 763.183228 Iteration 42Q: 3 clusters Score -247617 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -247618.203125 Penalty: 763.183228 Iteration 43Q: 3 clusters Score -247618.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -247618.578125 Penalty: 763.183228 Iteration 44Q: 3 clusters Score -247618.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -247618.640625 Penalty: 763.183228 Iteration 45Q: 3 clusters Score -247618.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -247618.640625 Penalty: 763.183228 Iteration 46F: 3 clusters Score -247618.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 402 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66625 members Mstep: Class 6 contains 20251 members Mstep: Class 7 contains 26667 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 6069 members Mstep: Class 10 contains 3913 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8763 members Mstep: Class 13 contains 4734 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2505 members Mstep: Class 16 contains 2034 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2232 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117555 members Mstep: Class 21 contains 1881 members Mstep: Class 22 contains 23644 members Mstep: Class 23 contains 8683 members Mstep: Class 24 contains 437 members Mstep: Class 25 contains 5681 members Mstep: Class 26 contains 3800 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 151 members Mstep: Class 29 contains 475 members Entering Unmasked Estep Score: -21381976.000000 Penalty: 17064.539062 Splitting cluster 10 changes total score from -21382142.000000 to -21381976.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -130663.304688 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130663.3 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -131385.734375 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131385.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -131520.593750 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131520.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -131648.531250 Penalty: 723.975586 Iteration 3F: 3 clusters Score -131648.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -131767.687500 Penalty: 723.975586 Iteration 4F: 3 clusters Score -131767.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -131850.531250 Penalty: 723.975586 Iteration 5F: 3 clusters Score -131850.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -131904.265625 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -131904.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -131948.250000 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -131948.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -131974.906250 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -131974.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -131994.875000 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -131994.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -132011.921875 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132011.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -132026.531250 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132026.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -132041.921875 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132041.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -132055.078125 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132055.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -132082.218750 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132082.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -132115.953125 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132116 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -132148.140625 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132148.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -132181.531250 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132181.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -132220.781250 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132220.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -132267.140625 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132267.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -132302.906250 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132302.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -132338.546875 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132338.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -132368.843750 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -132368.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -132391.328125 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -132391.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -132407.625000 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -132407.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -132421.437500 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -132421.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -132433.968750 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -132434 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -132446.625000 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -132446.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -132454.656250 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -132454.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -132459.281250 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -132459.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -132463.140625 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -132463.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -132467.578125 Penalty: 723.975586 Iteration 31Q: 3 clusters Score -132467.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -132471.687500 Penalty: 723.975586 Iteration 32Q: 3 clusters Score -132471.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -132473.953125 Penalty: 723.975586 Iteration 33Q: 3 clusters Score -132474 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -132476.359375 Penalty: 723.975586 Iteration 34Q: 3 clusters Score -132476.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -132478.718750 Penalty: 723.975586 Iteration 35Q: 3 clusters Score -132478.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -132480.093750 Penalty: 723.975586 Iteration 36Q: 3 clusters Score -132480.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -132480.781250 Penalty: 723.975586 Iteration 37Q: 3 clusters Score -132480.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -132481.140625 Penalty: 723.975586 Iteration 38Q: 3 clusters Score -132481.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -132481.218750 Penalty: 723.975586 Iteration 39Q: 3 clusters Score -132481.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -132481.625000 Penalty: 723.975586 Iteration 40F: 3 clusters Score -132481.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -132482.078125 Penalty: 723.975586 Iteration 41Q: 3 clusters Score -132482.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -132482.265625 Penalty: 723.975586 Iteration 42Q: 3 clusters Score -132482.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -132483.093750 Penalty: 723.975586 Iteration 43Q: 3 clusters Score -132483.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -132483.781250 Penalty: 723.975586 Iteration 44Q: 3 clusters Score -132483.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -132483.796875 Penalty: 723.975586 Iteration 45Q: 3 clusters Score -132483.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -132484.203125 Penalty: 723.975586 Iteration 46Q: 3 clusters Score -132484.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -132484.203125 Penalty: 723.975586 Iteration 47F: 3 clusters Score -132484.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Entering Unmasked Estep Score: -473795.500000 Penalty: 413.062378 Iteration 0F: 2 clusters Score -473795.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -468020.718750 Penalty: 826.124756 Iteration 0F: 3 clusters Score -468020.7 nChanged 4062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -470384.468750 Penalty: 826.124756 Iteration 1F: 3 clusters Score -470384.5 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -470720.156250 Penalty: 826.124756 Iteration 2F: 3 clusters Score -470720.2 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -471169.875000 Penalty: 826.124756 Iteration 3F: 3 clusters Score -471169.9 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -471653.968750 Penalty: 826.124756 Iteration 4F: 3 clusters Score -471654 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -472105.375000 Penalty: 826.124756 Iteration 5F: 3 clusters Score -472105.4 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -472516.218750 Penalty: 826.124756 Iteration 6F: 3 clusters Score -472516.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -472787.343750 Penalty: 826.124756 Iteration 7Q: 3 clusters Score -472787.3 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -472979.750000 Penalty: 826.124756 Iteration 8Q: 3 clusters Score -472979.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -473113.281250 Penalty: 826.124756 Iteration 9Q: 3 clusters Score -473113.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -473202.468750 Penalty: 826.124756 Iteration 10Q: 3 clusters Score -473202.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -473258.250000 Penalty: 826.124756 Iteration 11Q: 3 clusters Score -473258.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -473302.843750 Penalty: 826.124756 Iteration 12Q: 3 clusters Score -473302.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -473334.656250 Penalty: 826.124756 Iteration 13Q: 3 clusters Score -473334.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -473354.781250 Penalty: 826.124756 Iteration 14Q: 3 clusters Score -473354.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -473369.781250 Penalty: 826.124756 Iteration 15Q: 3 clusters Score -473369.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -473380.937500 Penalty: 826.124756 Iteration 16Q: 3 clusters Score -473380.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -473391.156250 Penalty: 826.124756 Iteration 17Q: 3 clusters Score -473391.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -473394.093750 Penalty: 826.124756 Iteration 18Q: 3 clusters Score -473394.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -473394.843750 Penalty: 826.124756 Iteration 19Q: 3 clusters Score -473394.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -473397.625000 Penalty: 826.124756 Iteration 20F: 3 clusters Score -473397.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -473397.625000 Penalty: 826.124756 Iteration 21Q: 3 clusters Score -473397.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -473401.125000 Penalty: 826.124756 Iteration 22Q: 3 clusters Score -473401.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -473402.562500 Penalty: 826.124756 Iteration 23Q: 3 clusters Score -473402.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -473403.062500 Penalty: 826.124756 Iteration 24Q: 3 clusters Score -473403.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -473402.750000 Penalty: 826.124756 Iteration 25Q: 3 clusters Score -473402.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -473404.468750 Penalty: 826.124756 Iteration 26Q: 3 clusters Score -473404.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -473405.625000 Penalty: 826.124756 Iteration 27Q: 3 clusters Score -473405.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -473405.593750 Penalty: 826.124756 Iteration 28Q: 3 clusters Score -473405.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -473407.218750 Penalty: 826.124756 Iteration 29Q: 3 clusters Score -473407.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -473407.062500 Penalty: 826.124756 Iteration 30Q: 3 clusters Score -473407.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -473408.281250 Penalty: 826.124756 Iteration 31Q: 3 clusters Score -473408.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -473408.406250 Penalty: 826.124756 Iteration 32Q: 3 clusters Score -473408.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -473408.625000 Penalty: 826.124756 Iteration 33Q: 3 clusters Score -473408.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -473409.593750 Penalty: 826.124756 Iteration 34Q: 3 clusters Score -473409.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -473409.093750 Penalty: 826.124756 Iteration 35Q: 3 clusters Score -473409.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -473409.406250 Penalty: 826.124756 Iteration 36Q: 3 clusters Score -473409.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -473409.406250 Penalty: 826.124756 Iteration 37F: 3 clusters Score -473409.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Entering Unmasked Estep Score: -271606.375000 Penalty: 385.044891 Iteration 0F: 2 clusters Score -271606.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -268404.125000 Penalty: 770.089783 Iteration 0F: 3 clusters Score -268404.1 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -269777.718750 Penalty: 770.089783 Iteration 1F: 3 clusters Score -269777.7 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -269958.968750 Penalty: 770.089783 Iteration 2F: 3 clusters Score -269959 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -270144.312500 Penalty: 770.089783 Iteration 3F: 3 clusters Score -270144.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -270337.656250 Penalty: 770.089783 Iteration 4F: 3 clusters Score -270337.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -270507.531250 Penalty: 770.089783 Iteration 5Q: 3 clusters Score -270507.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -270649.500000 Penalty: 770.089783 Iteration 6Q: 3 clusters Score -270649.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -270798.343750 Penalty: 770.089783 Iteration 7Q: 3 clusters Score -270798.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -270942.062500 Penalty: 770.089783 Iteration 8Q: 3 clusters Score -270942.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -271070.000000 Penalty: 770.089783 Iteration 9Q: 3 clusters Score -271070 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -271150.093750 Penalty: 770.089783 Iteration 10Q: 3 clusters Score -271150.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -271191.000000 Penalty: 770.089783 Iteration 11Q: 3 clusters Score -271191 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -271212.187500 Penalty: 770.089783 Iteration 12Q: 3 clusters Score -271212.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -271227.750000 Penalty: 770.089783 Iteration 13Q: 3 clusters Score -271227.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -271235.812500 Penalty: 770.089783 Iteration 14Q: 3 clusters Score -271235.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -271241.000000 Penalty: 770.089783 Iteration 15Q: 3 clusters Score -271241 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -271244.812500 Penalty: 770.089783 Iteration 16Q: 3 clusters Score -271244.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -271247.281250 Penalty: 770.089783 Iteration 17Q: 3 clusters Score -271247.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -271249.843750 Penalty: 770.089783 Iteration 18Q: 3 clusters Score -271249.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -271253.656250 Penalty: 770.089783 Iteration 19Q: 3 clusters Score -271253.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -271259.187500 Penalty: 770.089783 Iteration 20F: 3 clusters Score -271259.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -271263.062500 Penalty: 770.089783 Iteration 21Q: 3 clusters Score -271263.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -271265.187500 Penalty: 770.089783 Iteration 22Q: 3 clusters Score -271265.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -271267.125000 Penalty: 770.089783 Iteration 23Q: 3 clusters Score -271267.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -271268.875000 Penalty: 770.089783 Iteration 24Q: 3 clusters Score -271268.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -271271.093750 Penalty: 770.089783 Iteration 25Q: 3 clusters Score -271271.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -271271.906250 Penalty: 770.089783 Iteration 26Q: 3 clusters Score -271271.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -271273.031250 Penalty: 770.089783 Iteration 27Q: 3 clusters Score -271273 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -271273.437500 Penalty: 770.089783 Iteration 28Q: 3 clusters Score -271273.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -271274.968750 Penalty: 770.089783 Iteration 29Q: 3 clusters Score -271275 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -271275.218750 Penalty: 770.089783 Iteration 30Q: 3 clusters Score -271275.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -271276.718750 Penalty: 770.089783 Iteration 31Q: 3 clusters Score -271276.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -271277.656250 Penalty: 770.089783 Iteration 32Q: 3 clusters Score -271277.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -271278.531250 Penalty: 770.089783 Iteration 33Q: 3 clusters Score -271278.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -271279.375000 Penalty: 770.089783 Iteration 34Q: 3 clusters Score -271279.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -271280.187500 Penalty: 770.089783 Iteration 35Q: 3 clusters Score -271280.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -271280.093750 Penalty: 770.089783 Iteration 36Q: 3 clusters Score -271280.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -271280.687500 Penalty: 770.089783 Iteration 37Q: 3 clusters Score -271280.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -271281.125000 Penalty: 770.089783 Iteration 38Q: 3 clusters Score -271281.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -271281.968750 Penalty: 770.089783 Iteration 39Q: 3 clusters Score -271282 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -271282.937500 Penalty: 770.089783 Iteration 40F: 3 clusters Score -271282.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -271283.250000 Penalty: 770.089783 Iteration 41Q: 3 clusters Score -271283.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -271283.687500 Penalty: 770.089783 Iteration 42Q: 3 clusters Score -271283.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -271284.281250 Penalty: 770.089783 Iteration 43Q: 3 clusters Score -271284.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -271284.687500 Penalty: 770.089783 Iteration 44Q: 3 clusters Score -271284.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -271285.562500 Penalty: 770.089783 Iteration 45Q: 3 clusters Score -271285.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -271286.125000 Penalty: 770.089783 Iteration 46Q: 3 clusters Score -271286.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -271287.062500 Penalty: 770.089783 Iteration 47Q: 3 clusters Score -271287.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -271287.718750 Penalty: 770.089783 Iteration 48Q: 3 clusters Score -271287.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -271288.906250 Penalty: 770.089783 Iteration 49Q: 3 clusters Score -271288.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -271289.812500 Penalty: 770.089783 Iteration 50Q: 3 clusters Score -271289.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -271292.406250 Penalty: 770.089783 Iteration 51Q: 3 clusters Score -271292.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -271294.625000 Penalty: 770.089783 Iteration 52Q: 3 clusters Score -271294.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -271296.281250 Penalty: 770.089783 Iteration 53Q: 3 clusters Score -271296.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -271298.218750 Penalty: 770.089783 Iteration 54Q: 3 clusters Score -271298.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -271302.406250 Penalty: 770.089783 Iteration 55Q: 3 clusters Score -271302.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -271305.968750 Penalty: 770.089783 Iteration 56Q: 3 clusters Score -271306 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -271310.843750 Penalty: 770.089783 Iteration 57Q: 3 clusters Score -271310.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -271316.843750 Penalty: 770.089783 Iteration 58Q: 3 clusters Score -271316.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -271320.656250 Penalty: 770.089783 Iteration 59Q: 3 clusters Score -271320.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -271325.375000 Penalty: 770.089783 Iteration 60F: 3 clusters Score -271325.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -271332.906250 Penalty: 770.089783 Iteration 61Q: 3 clusters Score -271332.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -271345.125000 Penalty: 770.089783 Iteration 62Q: 3 clusters Score -271345.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -271355.062500 Penalty: 770.089783 Iteration 63Q: 3 clusters Score -271355.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -271365.562500 Penalty: 770.089783 Iteration 64Q: 3 clusters Score -271365.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -271376.250000 Penalty: 770.089783 Iteration 65Q: 3 clusters Score -271376.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -271390.343750 Penalty: 770.089783 Iteration 66Q: 3 clusters Score -271390.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -271403.875000 Penalty: 770.089783 Iteration 67Q: 3 clusters Score -271403.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -271414.687500 Penalty: 770.089783 Iteration 68Q: 3 clusters Score -271414.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -271427.312500 Penalty: 770.089783 Iteration 69Q: 3 clusters Score -271427.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -271446.125000 Penalty: 770.089783 Iteration 70Q: 3 clusters Score -271446.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -271465.062500 Penalty: 770.089783 Iteration 71Q: 3 clusters Score -271465.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -271485.812500 Penalty: 770.089783 Iteration 72Q: 3 clusters Score -271485.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -271514.687500 Penalty: 770.089783 Iteration 73Q: 3 clusters Score -271514.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -271556.375000 Penalty: 770.089783 Iteration 74Q: 3 clusters Score -271556.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -271590.500000 Penalty: 770.089783 Iteration 75Q: 3 clusters Score -271590.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -271635.125000 Penalty: 770.089783 Iteration 76Q: 3 clusters Score -271635.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -271679.406250 Penalty: 770.089783 Iteration 77Q: 3 clusters Score -271679.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -271707.750000 Penalty: 770.089783 Iteration 78Q: 3 clusters Score -271707.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -271720.875000 Penalty: 770.089783 Iteration 79Q: 3 clusters Score -271720.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -271738.156250 Penalty: 770.089783 Iteration 80F: 3 clusters Score -271738.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -271752.218750 Penalty: 770.089783 Iteration 81Q: 3 clusters Score -271752.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -271765.625000 Penalty: 770.089783 Iteration 82Q: 3 clusters Score -271765.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -271774.781250 Penalty: 770.089783 Iteration 83Q: 3 clusters Score -271774.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -271780.937500 Penalty: 770.089783 Iteration 84Q: 3 clusters Score -271780.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -271787.125000 Penalty: 770.089783 Iteration 85Q: 3 clusters Score -271787.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -271789.500000 Penalty: 770.089783 Iteration 86Q: 3 clusters Score -271789.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -271790.906250 Penalty: 770.089783 Iteration 87Q: 3 clusters Score -271790.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -271792.593750 Penalty: 770.089783 Iteration 88Q: 3 clusters Score -271792.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -271793.062500 Penalty: 770.089783 Iteration 89Q: 3 clusters Score -271793.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -271794.468750 Penalty: 770.089783 Iteration 90Q: 3 clusters Score -271794.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -271795.000000 Penalty: 770.089783 Iteration 91Q: 3 clusters Score -271795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -271794.937500 Penalty: 770.089783 Iteration 92Q: 3 clusters Score -271794.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -271795.187500 Penalty: 770.089783 Iteration 93Q: 3 clusters Score -271795.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -271794.937500 Penalty: 770.089783 Iteration 94Q: 3 clusters Score -271794.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -271795.062500 Penalty: 770.089783 Iteration 95Q: 3 clusters Score -271795.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -271795.062500 Penalty: 770.089783 Iteration 96F: 3 clusters Score -271795.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 402 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66625 members Mstep: Class 6 contains 20251 members Mstep: Class 7 contains 26667 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 6069 members Mstep: Class 10 contains 4388 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8763 members Mstep: Class 13 contains 2129 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2505 members Mstep: Class 16 contains 2034 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2232 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117555 members Mstep: Class 21 contains 1881 members Mstep: Class 22 contains 23644 members Mstep: Class 23 contains 8683 members Mstep: Class 24 contains 437 members Mstep: Class 25 contains 5681 members Mstep: Class 26 contains 3800 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 151 members Mstep: Class 29 contains 2605 members Entering Unmasked Estep Score: -21382088.000000 Penalty: 17064.539062 Splitting cluster 13 changes total score from -21382142.000000 to -21382088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (43222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43222 members Entering Unmasked Estep Score: -2423082.250000 Penalty: 485.671753 Iteration 0F: 2 clusters Score -2423082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 21629 members Entering Unmasked Estep Score: -2394249.250000 Penalty: 971.343506 Iteration 0F: 3 clusters Score -2394249 nChanged 20759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 22258 members Entering Unmasked Estep Score: -2406730.250000 Penalty: 971.343506 Iteration 1F: 3 clusters Score -2406730 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20607 members Mstep: Class 2 contains 22615 members Entering Unmasked Estep Score: -2407410.750000 Penalty: 971.343506 Iteration 2Q: 3 clusters Score -2407411 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20136 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -2408188.000000 Penalty: 971.343506 Iteration 3Q: 3 clusters Score -2408188 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 23540 members Entering Unmasked Estep Score: -2409061.250000 Penalty: 971.343506 Iteration 4Q: 3 clusters Score -2409061 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19196 members Mstep: Class 2 contains 24026 members Entering Unmasked Estep Score: -2410203.500000 Penalty: 971.343506 Iteration 5F: 3 clusters Score -2410204 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18690 members Mstep: Class 2 contains 24532 members Entering Unmasked Estep Score: -2411727.250000 Penalty: 971.343506 Iteration 6F: 3 clusters Score -2411727 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 24987 members Entering Unmasked Estep Score: -2413336.750000 Penalty: 971.343506 Iteration 7F: 3 clusters Score -2413337 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17816 members Mstep: Class 2 contains 25406 members Entering Unmasked Estep Score: -2414607.500000 Penalty: 971.343506 Iteration 8F: 3 clusters Score -2414608 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 25758 members Entering Unmasked Estep Score: -2415256.250000 Penalty: 971.343506 Iteration 9Q: 3 clusters Score -2415256 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17115 members Mstep: Class 2 contains 26107 members Entering Unmasked Estep Score: -2415537.500000 Penalty: 971.343506 Iteration 10Q: 3 clusters Score -2415538 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 26394 members Entering Unmasked Estep Score: -2415666.000000 Penalty: 971.343506 Iteration 11Q: 3 clusters Score -2415666 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -2415738.500000 Penalty: 971.343506 Iteration 12Q: 3 clusters Score -2415738 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 26980 members Entering Unmasked Estep Score: -2415837.750000 Penalty: 971.343506 Iteration 13Q: 3 clusters Score -2415838 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 27265 members Entering Unmasked Estep Score: -2415918.250000 Penalty: 971.343506 Iteration 14Q: 3 clusters Score -2415918 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 27536 members Entering Unmasked Estep Score: -2416008.750000 Penalty: 971.343506 Iteration 15Q: 3 clusters Score -2416009 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 27814 members Entering Unmasked Estep Score: -2416079.750000 Penalty: 971.343506 Iteration 16Q: 3 clusters Score -2416080 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15097 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -2416179.000000 Penalty: 971.343506 Iteration 17Q: 3 clusters Score -2416179 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Mstep: Class 2 contains 28469 members Entering Unmasked Estep Score: -2416269.000000 Penalty: 971.343506 Iteration 18Q: 3 clusters Score -2416269 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 28842 members Entering Unmasked Estep Score: -2416360.000000 Penalty: 971.343506 Iteration 19Q: 3 clusters Score -2416360 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 29219 members Entering Unmasked Estep Score: -2416456.250000 Penalty: 971.343506 Iteration 20F: 3 clusters Score -2416456 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 29615 members Entering Unmasked Estep Score: -2416553.500000 Penalty: 971.343506 Iteration 21Q: 3 clusters Score -2416554 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 30035 members Entering Unmasked Estep Score: -2416669.250000 Penalty: 971.343506 Iteration 22Q: 3 clusters Score -2416669 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 30483 members Entering Unmasked Estep Score: -2416769.250000 Penalty: 971.343506 Iteration 23Q: 3 clusters Score -2416769 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 30960 members Entering Unmasked Estep Score: -2416913.500000 Penalty: 971.343506 Iteration 24Q: 3 clusters Score -2416914 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 31433 members Entering Unmasked Estep Score: -2417039.000000 Penalty: 971.343506 Iteration 25Q: 3 clusters Score -2417039 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 31954 members Entering Unmasked Estep Score: -2417175.000000 Penalty: 971.343506 Iteration 26Q: 3 clusters Score -2417175 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 32479 members Entering Unmasked Estep Score: -2417325.000000 Penalty: 971.343506 Iteration 27Q: 3 clusters Score -2417325 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 33039 members Entering Unmasked Estep Score: -2417473.500000 Penalty: 971.343506 Iteration 28Q: 3 clusters Score -2417474 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 33596 members Entering Unmasked Estep Score: -2417639.500000 Penalty: 971.343506 Iteration 29Q: 3 clusters Score -2417640 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 34220 members Entering Unmasked Estep Score: -2417834.750000 Penalty: 971.343506 Iteration 30Q: 3 clusters Score -2417835 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 34911 members Entering Unmasked Estep Score: -2418046.000000 Penalty: 971.343506 Iteration 31Q: 3 clusters Score -2418046 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 35601 members Entering Unmasked Estep Score: -2418304.500000 Penalty: 971.343506 Iteration 32Q: 3 clusters Score -2418304 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 36358 members Entering Unmasked Estep Score: -2418586.250000 Penalty: 971.343506 Iteration 33Q: 3 clusters Score -2418586 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 37166 members Entering Unmasked Estep Score: -2418935.250000 Penalty: 971.343506 Iteration 34Q: 3 clusters Score -2418935 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -2419356.000000 Penalty: 971.343506 Iteration 35Q: 3 clusters Score -2419356 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 38899 members Entering Unmasked Estep Score: -2419852.500000 Penalty: 971.343506 Iteration 36Q: 3 clusters Score -2419852 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 39732 members Entering Unmasked Estep Score: -2420339.250000 Penalty: 971.343506 Iteration 37Q: 3 clusters Score -2420339 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 40485 members Entering Unmasked Estep Score: -2420805.750000 Penalty: 971.343506 Iteration 38Q: 3 clusters Score -2420806 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 41140 members Entering Unmasked Estep Score: -2421232.000000 Penalty: 971.343506 Iteration 39Q: 3 clusters Score -2421232 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 41728 members Entering Unmasked Estep Score: -2421618.250000 Penalty: 971.343506 Iteration 40F: 3 clusters Score -2421618 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 42191 members Entering Unmasked Estep Score: -2421947.500000 Penalty: 971.343506 Iteration 41Q: 3 clusters Score -2421948 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 42587 members Entering Unmasked Estep Score: -2422248.750000 Penalty: 971.343506 Iteration 42Q: 3 clusters Score -2422249 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 42857 members Entering Unmasked Estep Score: -2422462.750000 Penalty: 971.343506 Iteration 43Q: 3 clusters Score -2422463 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 42990 members Entering Unmasked Estep Score: -2422567.250000 Penalty: 971.343506 Iteration 44Q: 3 clusters Score -2422567 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 43062 members Entering Unmasked Estep Score: -2422613.750000 Penalty: 971.343506 Iteration 45Q: 3 clusters Score -2422614 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 43083 members Entering Unmasked Estep Score: -2422626.500000 Penalty: 971.343506 Iteration 46Q: 3 clusters Score -2422626 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 43098 members Entering Unmasked Estep Score: -2422639.250000 Penalty: 971.343506 Iteration 47Q: 3 clusters Score -2422639 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 43111 members Entering Unmasked Estep Score: -2422651.750000 Penalty: 971.343506 Iteration 48Q: 3 clusters Score -2422652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 43116 members Entering Unmasked Estep Score: -2422661.250000 Penalty: 971.343506 Iteration 49Q: 3 clusters Score -2422661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 43123 members Entering Unmasked Estep Score: -2422670.500000 Penalty: 971.343506 Iteration 50Q: 3 clusters Score -2422670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 43127 members Entering Unmasked Estep Score: -2422675.000000 Penalty: 971.343506 Iteration 51Q: 3 clusters Score -2422675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 43129 members Entering Unmasked Estep Score: -2422678.750000 Penalty: 971.343506 Iteration 52Q: 3 clusters Score -2422679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 43130 members Entering Unmasked Estep Score: -2422681.250000 Penalty: 971.343506 Iteration 53Q: 3 clusters Score -2422681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 43131 members Entering Unmasked Estep Score: -2422677.250000 Penalty: 971.343506 Iteration 54Q: 3 clusters Score -2422677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 43132 members Entering Unmasked Estep Score: -2422679.000000 Penalty: 971.343506 Iteration 55Q: 3 clusters Score -2422679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 43132 members Entering Unmasked Estep Score: -2422679.000000 Penalty: 971.343506 Iteration 56F: 3 clusters Score -2422679 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Entering Unmasked Estep Score: -130462.921875 Penalty: 356.084991 Iteration 0F: 2 clusters Score -130462.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -128713.578125 Penalty: 712.169983 Iteration 0F: 3 clusters Score -128713.6 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -129384.750000 Penalty: 712.169983 Iteration 1F: 3 clusters Score -129384.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -129545.828125 Penalty: 712.169983 Iteration 2F: 3 clusters Score -129545.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -129679.710938 Penalty: 712.169983 Iteration 3F: 3 clusters Score -129679.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -129758.632812 Penalty: 712.169983 Iteration 4F: 3 clusters Score -129758.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -129823.117188 Penalty: 712.169983 Iteration 5Q: 3 clusters Score -129823.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -129868.460938 Penalty: 712.169983 Iteration 6Q: 3 clusters Score -129868.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -129919.437500 Penalty: 712.169983 Iteration 7Q: 3 clusters Score -129919.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -129978.234375 Penalty: 712.169983 Iteration 8Q: 3 clusters Score -129978.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -130041.312500 Penalty: 712.169983 Iteration 9Q: 3 clusters Score -130041.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -130088.304688 Penalty: 712.169983 Iteration 10Q: 3 clusters Score -130088.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -130126.500000 Penalty: 712.169983 Iteration 11Q: 3 clusters Score -130126.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -130159.437500 Penalty: 712.169983 Iteration 12Q: 3 clusters Score -130159.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -130181.632812 Penalty: 712.169983 Iteration 13Q: 3 clusters Score -130181.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -130194.937500 Penalty: 712.169983 Iteration 14Q: 3 clusters Score -130194.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -130201.968750 Penalty: 712.169983 Iteration 15Q: 3 clusters Score -130202 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -130205.906250 Penalty: 712.169983 Iteration 16Q: 3 clusters Score -130205.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -130206.851562 Penalty: 712.169983 Iteration 17Q: 3 clusters Score -130206.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -130206.960938 Penalty: 712.169983 Iteration 18Q: 3 clusters Score -130207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -130207.179688 Penalty: 712.169983 Iteration 19Q: 3 clusters Score -130207.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -130207.539062 Penalty: 712.169983 Iteration 20F: 3 clusters Score -130207.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Entering Unmasked Estep Score: -96551.054688 Penalty: 346.608063 Iteration 0F: 2 clusters Score -96551.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -95076.859375 Penalty: 693.216125 Iteration 0F: 3 clusters Score -95076.86 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -95739.273438 Penalty: 693.216125 Iteration 1F: 3 clusters Score -95739.27 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -95923.578125 Penalty: 693.216125 Iteration 2F: 3 clusters Score -95923.58 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -96074.804688 Penalty: 693.216125 Iteration 3F: 3 clusters Score -96074.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -96185.343750 Penalty: 693.216125 Iteration 4F: 3 clusters Score -96185.34 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -96255.156250 Penalty: 693.216125 Iteration 5Q: 3 clusters Score -96255.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -96297.625000 Penalty: 693.216125 Iteration 6Q: 3 clusters Score -96297.62 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -96325.476562 Penalty: 693.216125 Iteration 7Q: 3 clusters Score -96325.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -96344.148438 Penalty: 693.216125 Iteration 8Q: 3 clusters Score -96344.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -96356.804688 Penalty: 693.216125 Iteration 9Q: 3 clusters Score -96356.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -96367.046875 Penalty: 693.216125 Iteration 10Q: 3 clusters Score -96367.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -96373.203125 Penalty: 693.216125 Iteration 11Q: 3 clusters Score -96373.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -96383.070312 Penalty: 693.216125 Iteration 12Q: 3 clusters Score -96383.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -96402.296875 Penalty: 693.216125 Iteration 13Q: 3 clusters Score -96402.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -96418.031250 Penalty: 693.216125 Iteration 14Q: 3 clusters Score -96418.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -96425.140625 Penalty: 693.216125 Iteration 15Q: 3 clusters Score -96425.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -96435.835938 Penalty: 693.216125 Iteration 16Q: 3 clusters Score -96435.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -96440.312500 Penalty: 693.216125 Iteration 17Q: 3 clusters Score -96440.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -96441.593750 Penalty: 693.216125 Iteration 18Q: 3 clusters Score -96441.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -96442.453125 Penalty: 693.216125 Iteration 19Q: 3 clusters Score -96442.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -96443.921875 Penalty: 693.216125 Iteration 20F: 3 clusters Score -96443.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -96444.234375 Penalty: 693.216125 Iteration 21Q: 3 clusters Score -96444.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -96445.257812 Penalty: 693.216125 Iteration 22Q: 3 clusters Score -96445.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -96446.382812 Penalty: 693.216125 Iteration 23Q: 3 clusters Score -96446.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -96446.382812 Penalty: 693.216125 Iteration 24F: 3 clusters Score -96446.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -1378512.625000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378513 nChanged 12824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -1385886.125000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1385886 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -1386209.000000 Penalty: 927.301941 Iteration 2Q: 3 clusters Score -1386209 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -1386605.250000 Penalty: 927.301941 Iteration 3Q: 3 clusters Score -1386605 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -1387051.875000 Penalty: 927.301941 Iteration 4Q: 3 clusters Score -1387052 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -1387572.250000 Penalty: 927.301941 Iteration 5Q: 3 clusters Score -1387572 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14204 members Mstep: Class 2 contains 12435 members Entering Unmasked Estep Score: -1388128.375000 Penalty: 927.301941 Iteration 6Q: 3 clusters Score -1388128 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14541 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1388723.625000 Penalty: 927.301941 Iteration 7Q: 3 clusters Score -1388724 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14790 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -1389304.625000 Penalty: 927.301941 Iteration 8Q: 3 clusters Score -1389305 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -1389929.500000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1389930 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1390522.000000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1390522 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 11463 members Entering Unmasked Estep Score: -1391144.875000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1391145 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1391650.500000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1391650 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -1391919.375000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1391919 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15651 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -1392084.875000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1392085 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -1392192.750000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1392193 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16048 members Mstep: Class 2 contains 10591 members Entering Unmasked Estep Score: -1392296.250000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1392296 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -1392417.375000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1392417 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1392539.375000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1392539 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1392668.125000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1392668 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1392813.625000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1392814 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -1392972.125000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1392972 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17372 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -1393153.875000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1393154 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -1393357.375000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1393357 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17846 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -1393549.875000 Penalty: 927.301941 Iteration 24Q: 3 clusters Score -1393550 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18062 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1393719.375000 Penalty: 927.301941 Iteration 25Q: 3 clusters Score -1393719 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18261 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -1393846.500000 Penalty: 927.301941 Iteration 26Q: 3 clusters Score -1393846 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -1393927.000000 Penalty: 927.301941 Iteration 27Q: 3 clusters Score -1393927 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1393999.750000 Penalty: 927.301941 Iteration 28Q: 3 clusters Score -1394000 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18636 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1394052.250000 Penalty: 927.301941 Iteration 29Q: 3 clusters Score -1394052 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18743 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -1394104.625000 Penalty: 927.301941 Iteration 30Q: 3 clusters Score -1394105 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18823 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1394137.250000 Penalty: 927.301941 Iteration 31Q: 3 clusters Score -1394137 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18881 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1394161.000000 Penalty: 927.301941 Iteration 32Q: 3 clusters Score -1394161 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18931 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1394174.000000 Penalty: 927.301941 Iteration 33Q: 3 clusters Score -1394174 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -1394195.125000 Penalty: 927.301941 Iteration 34Q: 3 clusters Score -1394195 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19044 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -1394206.625000 Penalty: 927.301941 Iteration 35Q: 3 clusters Score -1394207 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19109 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1394219.625000 Penalty: 927.301941 Iteration 36Q: 3 clusters Score -1394220 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19165 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -1394226.875000 Penalty: 927.301941 Iteration 37Q: 3 clusters Score -1394227 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19214 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -1394244.875000 Penalty: 927.301941 Iteration 38Q: 3 clusters Score -1394245 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19263 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -1394249.125000 Penalty: 927.301941 Iteration 39Q: 3 clusters Score -1394249 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -1394259.875000 Penalty: 927.301941 Iteration 40F: 3 clusters Score -1394260 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -1394271.000000 Penalty: 927.301941 Iteration 41Q: 3 clusters Score -1394271 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19438 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -1394274.750000 Penalty: 927.301941 Iteration 42Q: 3 clusters Score -1394275 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -1394280.750000 Penalty: 927.301941 Iteration 43Q: 3 clusters Score -1394281 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19521 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1394289.250000 Penalty: 927.301941 Iteration 44Q: 3 clusters Score -1394289 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19539 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -1394296.000000 Penalty: 927.301941 Iteration 45Q: 3 clusters Score -1394296 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19547 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1394304.125000 Penalty: 927.301941 Iteration 46Q: 3 clusters Score -1394304 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19561 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -1394308.500000 Penalty: 927.301941 Iteration 47Q: 3 clusters Score -1394308 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1394314.125000 Penalty: 927.301941 Iteration 48Q: 3 clusters Score -1394314 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1394321.875000 Penalty: 927.301941 Iteration 49Q: 3 clusters Score -1394322 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19644 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1394327.250000 Penalty: 927.301941 Iteration 50Q: 3 clusters Score -1394327 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19685 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -1394337.000000 Penalty: 927.301941 Iteration 51Q: 3 clusters Score -1394337 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19722 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1394333.625000 Penalty: 927.301941 Iteration 52Q: 3 clusters Score -1394334 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19758 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1394334.500000 Penalty: 927.301941 Iteration 53Q: 3 clusters Score -1394334 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19795 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1394339.500000 Penalty: 927.301941 Iteration 54Q: 3 clusters Score -1394340 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1394343.625000 Penalty: 927.301941 Iteration 55Q: 3 clusters Score -1394344 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1394344.375000 Penalty: 927.301941 Iteration 56Q: 3 clusters Score -1394344 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19899 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1394346.750000 Penalty: 927.301941 Iteration 57Q: 3 clusters Score -1394347 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1394343.875000 Penalty: 927.301941 Iteration 58Q: 3 clusters Score -1394344 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19967 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -1394346.250000 Penalty: 927.301941 Iteration 59Q: 3 clusters Score -1394346 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19999 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1394345.125000 Penalty: 927.301941 Iteration 60F: 3 clusters Score -1394345 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -1394347.750000 Penalty: 927.301941 Iteration 61Q: 3 clusters Score -1394348 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20042 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -1394350.250000 Penalty: 927.301941 Iteration 62Q: 3 clusters Score -1394350 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -1394353.750000 Penalty: 927.301941 Iteration 63Q: 3 clusters Score -1394354 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20092 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1394353.500000 Penalty: 927.301941 Iteration 64Q: 3 clusters Score -1394354 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -1394353.000000 Penalty: 927.301941 Iteration 65Q: 3 clusters Score -1394353 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20131 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1394351.875000 Penalty: 927.301941 Iteration 66Q: 3 clusters Score -1394352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20141 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -1394350.125000 Penalty: 927.301941 Iteration 67Q: 3 clusters Score -1394350 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20156 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1394348.750000 Penalty: 927.301941 Iteration 68Q: 3 clusters Score -1394349 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1394351.000000 Penalty: 927.301941 Iteration 69Q: 3 clusters Score -1394351 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20175 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -1394350.000000 Penalty: 927.301941 Iteration 70Q: 3 clusters Score -1394350 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20191 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1394354.000000 Penalty: 927.301941 Iteration 71Q: 3 clusters Score -1394354 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20206 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -1394357.250000 Penalty: 927.301941 Iteration 72Q: 3 clusters Score -1394357 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20216 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1394358.250000 Penalty: 927.301941 Iteration 73Q: 3 clusters Score -1394358 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20227 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: 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20671 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1394378.625000 Penalty: 927.301941 Iteration 98Q: 3 clusters Score -1394379 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20706 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1394378.750000 Penalty: 927.301941 Iteration 99Q: 3 clusters Score -1394379 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20746 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1394379.125000 Penalty: 927.301941 Iteration 100F: 3 clusters Score -1394379 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20771 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -1394379.125000 Penalty: 927.301941 Iteration 101Q: 3 clusters Score -1394379 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20802 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1394380.625000 Penalty: 927.301941 Iteration 102Q: 3 clusters Score -1394381 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1394384.875000 Penalty: 927.301941 Iteration 103Q: 3 clusters Score -1394385 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20860 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1394384.500000 Penalty: 927.301941 Iteration 104Q: 3 clusters Score -1394384 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20894 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1394389.250000 Penalty: 927.301941 Iteration 105Q: 3 clusters Score -1394389 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20929 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -1394390.375000 Penalty: 927.301941 Iteration 106Q: 3 clusters Score -1394390 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1394391.875000 Penalty: 927.301941 Iteration 107Q: 3 clusters Score -1394392 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21008 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1394398.875000 Penalty: 927.301941 Iteration 108Q: 3 clusters Score -1394399 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21063 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -1394401.500000 Penalty: 927.301941 Iteration 109Q: 3 clusters Score -1394402 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21115 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1394403.125000 Penalty: 927.301941 Iteration 110Q: 3 clusters Score -1394403 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21150 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1394406.625000 Penalty: 927.301941 Iteration 111Q: 3 clusters Score -1394407 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21178 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1394407.250000 Penalty: 927.301941 Iteration 112Q: 3 clusters Score -1394407 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21209 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1394411.500000 Penalty: 927.301941 Iteration 113Q: 3 clusters Score -1394412 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21241 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1394408.000000 Penalty: 927.301941 Iteration 114Q: 3 clusters Score -1394408 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21285 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1394410.375000 Penalty: 927.301941 Iteration 115Q: 3 clusters Score -1394410 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1394408.500000 Penalty: 927.301941 Iteration 116Q: 3 clusters Score -1394408 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1394414.000000 Penalty: 927.301941 Iteration 117Q: 3 clusters Score -1394414 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21376 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1394415.250000 Penalty: 927.301941 Iteration 118Q: 3 clusters Score -1394415 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21407 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1394418.000000 Penalty: 927.301941 Iteration 119Q: 3 clusters Score -1394418 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21443 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1394420.500000 Penalty: 927.301941 Iteration 120F: 3 clusters Score -1394420 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21482 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1394425.500000 Penalty: 927.301941 Iteration 121Q: 3 clusters Score -1394426 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21514 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1394425.250000 Penalty: 927.301941 Iteration 122Q: 3 clusters Score -1394425 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21545 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1394429.875000 Penalty: 927.301941 Iteration 123Q: 3 clusters Score -1394430 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -1394431.375000 Penalty: 927.301941 Iteration 124Q: 3 clusters Score -1394431 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1394435.250000 Penalty: 927.301941 Iteration 125Q: 3 clusters Score -1394435 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1394442.125000 Penalty: 927.301941 Iteration 126Q: 3 clusters Score -1394442 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21773 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1394446.500000 Penalty: 927.301941 Iteration 127Q: 3 clusters Score -1394446 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21859 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1394456.125000 Penalty: 927.301941 Iteration 128Q: 3 clusters Score -1394456 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21951 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1394468.250000 Penalty: 927.301941 Iteration 129Q: 3 clusters Score -1394468 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22042 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1394477.500000 Penalty: 927.301941 Iteration 130Q: 3 clusters Score -1394478 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22133 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1394492.875000 Penalty: 927.301941 Iteration 131Q: 3 clusters Score -1394493 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1394508.750000 Penalty: 927.301941 Iteration 132Q: 3 clusters Score -1394509 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22326 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1394519.875000 Penalty: 927.301941 Iteration 133Q: 3 clusters Score -1394520 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22430 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1394539.750000 Penalty: 927.301941 Iteration 134Q: 3 clusters Score -1394540 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22529 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1394557.000000 Penalty: 927.301941 Iteration 135Q: 3 clusters Score -1394557 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1394569.000000 Penalty: 927.301941 Iteration 136Q: 3 clusters Score -1394569 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22746 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1394586.625000 Penalty: 927.301941 Iteration 137Q: 3 clusters Score -1394587 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22872 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1394618.625000 Penalty: 927.301941 Iteration 138Q: 3 clusters Score -1394619 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23002 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1394640.125000 Penalty: 927.301941 Iteration 139Q: 3 clusters Score -1394640 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1394665.625000 Penalty: 927.301941 Iteration 140F: 3 clusters Score -1394666 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23251 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1394686.250000 Penalty: 927.301941 Iteration 141Q: 3 clusters Score -1394686 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1394706.500000 Penalty: 927.301941 Iteration 142Q: 3 clusters Score -1394706 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23518 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1394753.750000 Penalty: 927.301941 Iteration 143Q: 3 clusters Score -1394754 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1394800.875000 Penalty: 927.301941 Iteration 144Q: 3 clusters Score -1394801 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23850 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1394850.000000 Penalty: 927.301941 Iteration 145Q: 3 clusters Score -1394850 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24024 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1394905.875000 Penalty: 927.301941 Iteration 146Q: 3 clusters Score -1394906 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24203 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1394961.375000 Penalty: 927.301941 Iteration 147Q: 3 clusters Score -1394961 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1395010.125000 Penalty: 927.301941 Iteration 148Q: 3 clusters Score -1395010 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24543 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1395061.625000 Penalty: 927.301941 Iteration 149Q: 3 clusters Score -1395062 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24711 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1395112.875000 Penalty: 927.301941 Iteration 150Q: 3 clusters Score -1395113 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24887 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1395182.750000 Penalty: 927.301941 Iteration 151Q: 3 clusters Score -1395183 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25073 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1395253.625000 Penalty: 927.301941 Iteration 152Q: 3 clusters Score -1395254 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25254 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1395333.375000 Penalty: 927.301941 Iteration 153Q: 3 clusters Score -1395333 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25434 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1395405.000000 Penalty: 927.301941 Iteration 154Q: 3 clusters Score -1395405 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25609 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1395487.500000 Penalty: 927.301941 Iteration 155Q: 3 clusters Score -1395488 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25770 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1395558.000000 Penalty: 927.301941 Iteration 156Q: 3 clusters Score -1395558 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25907 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1395616.375000 Penalty: 927.301941 Iteration 157Q: 3 clusters Score -1395616 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26017 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1395671.250000 Penalty: 927.301941 Iteration 158Q: 3 clusters Score -1395671 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26110 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1395711.875000 Penalty: 927.301941 Iteration 159Q: 3 clusters Score -1395712 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26185 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1395750.500000 Penalty: 927.301941 Iteration 160F: 3 clusters Score -1395750 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26252 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1395786.875000 Penalty: 927.301941 Iteration 161Q: 3 clusters Score -1395787 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26301 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1395817.000000 Penalty: 927.301941 Iteration 162Q: 3 clusters Score -1395817 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26344 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1395848.750000 Penalty: 927.301941 Iteration 163Q: 3 clusters Score -1395849 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26377 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1395871.875000 Penalty: 927.301941 Iteration 164Q: 3 clusters Score -1395872 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26397 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -1395883.250000 Penalty: 927.301941 Iteration 165Q: 3 clusters Score -1395883 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1395887.875000 Penalty: 927.301941 Iteration 166Q: 3 clusters Score -1395888 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26428 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1395894.625000 Penalty: 927.301941 Iteration 167Q: 3 clusters Score -1395895 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26438 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1395900.375000 Penalty: 927.301941 Iteration 168Q: 3 clusters Score -1395900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26446 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1395905.125000 Penalty: 927.301941 Iteration 169Q: 3 clusters Score -1395905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26451 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1395907.125000 Penalty: 927.301941 Iteration 170Q: 3 clusters Score -1395907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -1395908.500000 Penalty: 927.301941 Iteration 171Q: 3 clusters Score -1395908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -1395908.500000 Penalty: 927.301941 Iteration 172F: 3 clusters Score -1395908 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Entering Unmasked Estep Score: -115501.757812 Penalty: 350.834717 Iteration 0F: 2 clusters Score -115501.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -113944.632812 Penalty: 701.669434 Iteration 0F: 3 clusters Score -113944.6 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -114438.835938 Penalty: 701.669434 Iteration 1F: 3 clusters Score -114438.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -114542.046875 Penalty: 701.669434 Iteration 2F: 3 clusters Score -114542 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -114630.359375 Penalty: 701.669434 Iteration 3F: 3 clusters Score -114630.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -114750.468750 Penalty: 701.669434 Iteration 4F: 3 clusters Score -114750.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -114868.148438 Penalty: 701.669434 Iteration 5F: 3 clusters Score -114868.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -114960.164062 Penalty: 701.669434 Iteration 6F: 3 clusters Score -114960.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -115015.398438 Penalty: 701.669434 Iteration 7Q: 3 clusters Score -115015.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -115058.023438 Penalty: 701.669434 Iteration 8Q: 3 clusters Score -115058 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -115095.421875 Penalty: 701.669434 Iteration 9Q: 3 clusters Score -115095.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -115134.179688 Penalty: 701.669434 Iteration 10Q: 3 clusters Score -115134.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -115165.218750 Penalty: 701.669434 Iteration 11Q: 3 clusters Score -115165.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -115184.164062 Penalty: 701.669434 Iteration 12Q: 3 clusters Score -115184.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -115201.773438 Penalty: 701.669434 Iteration 13Q: 3 clusters Score -115201.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -115209.070312 Penalty: 701.669434 Iteration 14Q: 3 clusters Score -115209.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -115218.039062 Penalty: 701.669434 Iteration 15Q: 3 clusters Score -115218 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -115223.593750 Penalty: 701.669434 Iteration 16Q: 3 clusters Score -115223.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -115230.304688 Penalty: 701.669434 Iteration 17Q: 3 clusters Score -115230.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -115236.132812 Penalty: 701.669434 Iteration 18Q: 3 clusters Score -115236.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -115241.992188 Penalty: 701.669434 Iteration 19Q: 3 clusters Score -115242 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -115244.703125 Penalty: 701.669434 Iteration 20F: 3 clusters Score -115244.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -115245.710938 Penalty: 701.669434 Iteration 21Q: 3 clusters Score -115245.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -115247.062500 Penalty: 701.669434 Iteration 22Q: 3 clusters Score -115247.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -115247.578125 Penalty: 701.669434 Iteration 23Q: 3 clusters Score -115247.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -115247.968750 Penalty: 701.669434 Iteration 24Q: 3 clusters Score -115248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -115248.421875 Penalty: 701.669434 Iteration 25Q: 3 clusters Score -115248.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -115249.296875 Penalty: 701.669434 Iteration 26Q: 3 clusters Score -115249.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -115250.507812 Penalty: 701.669434 Iteration 27Q: 3 clusters Score -115250.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -115251.078125 Penalty: 701.669434 Iteration 28Q: 3 clusters Score -115251.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -115251.257812 Penalty: 701.669434 Iteration 29Q: 3 clusters Score -115251.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -115251.554688 Penalty: 701.669434 Iteration 30Q: 3 clusters Score -115251.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -115251.421875 Penalty: 701.669434 Iteration 31Q: 3 clusters Score -115251.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -115251.421875 Penalty: 701.669434 Iteration 32F: 3 clusters Score -115251.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -1119177.375000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1119177 nChanged 9989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -1125423.000000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1125423 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -1126110.125000 Penalty: 907.459290 Iteration 2F: 3 clusters Score -1126110 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1126947.125000 Penalty: 907.459290 Iteration 3F: 3 clusters Score -1126947 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1127926.750000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1127927 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1129011.000000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1129011 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17906 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1130105.000000 Penalty: 907.459290 Iteration 6F: 3 clusters Score -1130105 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1130981.375000 Penalty: 907.459290 Iteration 7Q: 3 clusters Score -1130981 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19630 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1131634.625000 Penalty: 907.459290 Iteration 8Q: 3 clusters Score -1131635 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20188 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1132117.375000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1132117 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20540 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1132400.750000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1132401 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20778 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -1132575.250000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1132575 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1132680.500000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1132680 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1132754.625000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1132755 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21089 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1132810.625000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1132811 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1132846.500000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1132846 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21161 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1132885.250000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1132885 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21182 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1132917.000000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1132917 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21193 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1132935.500000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1132936 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1132948.875000 Penalty: 907.459290 Iteration 19Q: 3 clusters Score -1132949 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1132962.375000 Penalty: 907.459290 Iteration 20F: 3 clusters Score -1132962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21193 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1132963.500000 Penalty: 907.459290 Iteration 21Q: 3 clusters Score -1132964 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21194 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1132967.500000 Penalty: 907.459290 Iteration 22Q: 3 clusters Score -1132968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21200 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1132971.875000 Penalty: 907.459290 Iteration 23Q: 3 clusters Score -1132972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1132971.375000 Penalty: 907.459290 Iteration 24Q: 3 clusters Score -1132971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1132974.375000 Penalty: 907.459290 Iteration 25Q: 3 clusters Score -1132974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1132975.375000 Penalty: 907.459290 Iteration 26Q: 3 clusters Score -1132975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1132974.750000 Penalty: 907.459290 Iteration 27Q: 3 clusters Score -1132975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21198 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1132976.250000 Penalty: 907.459290 Iteration 28Q: 3 clusters Score -1132976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1132975.250000 Penalty: 907.459290 Iteration 29Q: 3 clusters Score -1132975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1132977.625000 Penalty: 907.459290 Iteration 30Q: 3 clusters Score -1132978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1132979.625000 Penalty: 907.459290 Iteration 31Q: 3 clusters Score -1132980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1132980.250000 Penalty: 907.459290 Iteration 32Q: 3 clusters Score -1132980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1132980.250000 Penalty: 907.459290 Iteration 33F: 3 clusters Score -1132980 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (117555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117555 members Entering Unmasked Estep Score: -6386947.000000 Penalty: 531.197083 Iteration 0F: 2 clusters Score -6386947 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58694 members Mstep: Class 2 contains 58861 members Entering Unmasked Estep Score: -6307456.500000 Penalty: 1062.394165 Iteration 0F: 3 clusters Score -6307456 nChanged 57682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56258 members Mstep: Class 2 contains 61297 members Entering Unmasked Estep Score: -6342507.500000 Penalty: 1062.394165 Iteration 1F: 3 clusters Score -6342508 nChanged 5954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54514 members Mstep: Class 2 contains 63041 members Entering Unmasked Estep Score: -6345025.500000 Penalty: 1062.394165 Iteration 2F: 3 clusters Score -6345026 nChanged 6665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51693 members Mstep: Class 2 contains 65862 members Entering Unmasked Estep Score: -6349024.500000 Penalty: 1062.394165 Iteration 3F: 3 clusters Score -6349024 nChanged 7809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47662 members Mstep: Class 2 contains 69893 members Entering Unmasked Estep Score: -6354806.000000 Penalty: 1062.394165 Iteration 4F: 3 clusters Score -6354806 nChanged 8147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43385 members Mstep: Class 2 contains 74170 members Entering Unmasked Estep Score: -6361385.000000 Penalty: 1062.394165 Iteration 5F: 3 clusters Score -6361385 nChanged 7335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39862 members Mstep: Class 2 contains 77693 members Entering Unmasked Estep Score: -6366498.000000 Penalty: 1062.394165 Iteration 6F: 3 clusters Score -6366498 nChanged 5328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37014 members Mstep: Class 2 contains 80541 members Entering Unmasked Estep Score: -6368959.500000 Penalty: 1062.394165 Iteration 7Q: 3 clusters Score -6368960 nChanged 3479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34395 members Mstep: Class 2 contains 83160 members Entering Unmasked Estep Score: -6370220.500000 Penalty: 1062.394165 Iteration 8Q: 3 clusters Score -6370220 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 85837 members Entering Unmasked Estep Score: -6371231.000000 Penalty: 1062.394165 Iteration 9Q: 3 clusters Score -6371231 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28938 members Mstep: Class 2 contains 88617 members Entering Unmasked Estep Score: -6372348.500000 Penalty: 1062.394165 Iteration 10Q: 3 clusters Score -6372348 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Mstep: Class 2 contains 91529 members Entering Unmasked Estep Score: -6373556.500000 Penalty: 1062.394165 Iteration 11Q: 3 clusters Score -6373556 nChanged 2922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23104 members Mstep: Class 2 contains 94451 members Entering Unmasked Estep Score: -6374935.500000 Penalty: 1062.394165 Iteration 12Q: 3 clusters Score -6374936 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20203 members Mstep: Class 2 contains 97352 members Entering Unmasked Estep Score: -6376291.500000 Penalty: 1062.394165 Iteration 13Q: 3 clusters Score -6376292 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17375 members Mstep: Class 2 contains 100180 members Entering Unmasked Estep Score: -6377689.500000 Penalty: 1062.394165 Iteration 14Q: 3 clusters Score -6377690 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14710 members Mstep: Class 2 contains 102845 members Entering Unmasked Estep Score: -6379111.500000 Penalty: 1062.394165 Iteration 15Q: 3 clusters Score -6379112 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 105287 members Entering Unmasked Estep Score: -6380496.000000 Penalty: 1062.394165 Iteration 16Q: 3 clusters Score -6380496 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 107428 members Entering Unmasked Estep Score: -6381736.000000 Penalty: 1062.394165 Iteration 17Q: 3 clusters Score -6381736 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 109303 members Entering Unmasked Estep Score: -6382816.000000 Penalty: 1062.394165 Iteration 18Q: 3 clusters Score -6382816 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 110921 members Entering Unmasked Estep Score: -6383861.000000 Penalty: 1062.394165 Iteration 19Q: 3 clusters Score -6383861 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 112276 members Entering Unmasked Estep Score: -6384711.500000 Penalty: 1062.394165 Iteration 20F: 3 clusters Score -6384712 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 113359 members Entering Unmasked Estep Score: -6385396.500000 Penalty: 1062.394165 Iteration 21Q: 3 clusters Score -6385396 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 114135 members Entering Unmasked Estep Score: -6385875.000000 Penalty: 1062.394165 Iteration 22Q: 3 clusters Score -6385875 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 114714 members Entering Unmasked Estep Score: -6386213.500000 Penalty: 1062.394165 Iteration 23Q: 3 clusters Score -6386214 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 115157 members Entering Unmasked Estep Score: -6386382.000000 Penalty: 1062.394165 Iteration 24Q: 3 clusters Score -6386382 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 115490 members Entering Unmasked Estep Score: -6386540.500000 Penalty: 1062.394165 Iteration 25Q: 3 clusters Score -6386540 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 115765 members Entering Unmasked Estep Score: -6386638.000000 Penalty: 1062.394165 Iteration 26Q: 3 clusters Score -6386638 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 115979 members Entering Unmasked Estep Score: -6386705.000000 Penalty: 1062.394165 Iteration 27Q: 3 clusters Score -6386705 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 116137 members Entering Unmasked Estep Score: -6386748.500000 Penalty: 1062.394165 Iteration 28Q: 3 clusters Score -6386748 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 116259 members Entering Unmasked Estep Score: -6386772.500000 Penalty: 1062.394165 Iteration 29Q: 3 clusters Score -6386772 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 116360 members Entering Unmasked Estep Score: -6386805.500000 Penalty: 1062.394165 Iteration 30Q: 3 clusters Score -6386806 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 116450 members Entering Unmasked Estep Score: -6386817.500000 Penalty: 1062.394165 Iteration 31Q: 3 clusters Score -6386818 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 116516 members Entering Unmasked Estep Score: -6386844.500000 Penalty: 1062.394165 Iteration 32Q: 3 clusters Score -6386844 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 116559 members Entering Unmasked Estep Score: -6386872.000000 Penalty: 1062.394165 Iteration 33Q: 3 clusters Score -6386872 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 116605 members Entering Unmasked Estep Score: -6386876.500000 Penalty: 1062.394165 Iteration 34Q: 3 clusters Score -6386876 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 116638 members Entering Unmasked Estep Score: -6386883.500000 Penalty: 1062.394165 Iteration 35Q: 3 clusters Score -6386884 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 116662 members Entering Unmasked Estep Score: -6386900.500000 Penalty: 1062.394165 Iteration 36Q: 3 clusters Score -6386900 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 116687 members Entering Unmasked Estep Score: -6386897.000000 Penalty: 1062.394165 Iteration 37Q: 3 clusters Score -6386897 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 116709 members Entering Unmasked Estep Score: -6386908.000000 Penalty: 1062.394165 Iteration 38Q: 3 clusters Score -6386908 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 116728 members Entering Unmasked Estep Score: -6386909.000000 Penalty: 1062.394165 Iteration 39Q: 3 clusters Score -6386909 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 116745 members Entering Unmasked Estep Score: -6386915.000000 Penalty: 1062.394165 Iteration 40F: 3 clusters Score -6386915 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 116757 members Entering Unmasked Estep Score: -6386916.000000 Penalty: 1062.394165 Iteration 41Q: 3 clusters Score -6386916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 116763 members Entering Unmasked Estep Score: -6386910.500000 Penalty: 1062.394165 Iteration 42Q: 3 clusters Score -6386910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 116769 members Entering Unmasked Estep Score: -6386914.500000 Penalty: 1062.394165 Iteration 43Q: 3 clusters Score -6386914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 116774 members Entering Unmasked Estep Score: -6386918.000000 Penalty: 1062.394165 Iteration 44Q: 3 clusters Score -6386918 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 116780 members Entering Unmasked Estep Score: -6386913.500000 Penalty: 1062.394165 Iteration 45Q: 3 clusters Score -6386914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 116784 members Entering Unmasked Estep Score: -6386914.000000 Penalty: 1062.394165 Iteration 46Q: 3 clusters Score -6386914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 116788 members Entering Unmasked Estep Score: -6386915.000000 Penalty: 1062.394165 Iteration 47Q: 3 clusters Score -6386915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 116790 members Entering Unmasked Estep Score: -6386913.500000 Penalty: 1062.394165 Iteration 48Q: 3 clusters Score -6386914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 116792 members Entering Unmasked Estep Score: -6386915.500000 Penalty: 1062.394165 Iteration 49Q: 3 clusters Score -6386916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 116796 members Entering Unmasked Estep Score: -6386920.000000 Penalty: 1062.394165 Iteration 50Q: 3 clusters Score -6386920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 116805 members Entering Unmasked Estep Score: -6386913.500000 Penalty: 1062.394165 Iteration 51Q: 3 clusters Score -6386914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 116810 members Entering Unmasked Estep Score: -6386915.000000 Penalty: 1062.394165 Iteration 52Q: 3 clusters Score -6386915 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 116819 members Entering Unmasked Estep Score: -6386913.000000 Penalty: 1062.394165 Iteration 53Q: 3 clusters Score -6386913 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 116830 members Entering Unmasked Estep Score: -6386926.000000 Penalty: 1062.394165 Iteration 54Q: 3 clusters Score -6386926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 116834 members Entering Unmasked Estep Score: -6386917.500000 Penalty: 1062.394165 Iteration 55Q: 3 clusters Score -6386918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 116840 members Entering Unmasked Estep Score: -6386922.500000 Penalty: 1062.394165 Iteration 56Q: 3 clusters Score -6386922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 116848 members Entering Unmasked Estep Score: -6386926.000000 Penalty: 1062.394165 Iteration 57Q: 3 clusters Score -6386926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 116853 members Entering Unmasked Estep Score: -6386928.500000 Penalty: 1062.394165 Iteration 58Q: 3 clusters Score -6386928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 116863 members Entering Unmasked Estep Score: -6386936.000000 Penalty: 1062.394165 Iteration 59Q: 3 clusters Score -6386936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 116872 members Entering Unmasked Estep Score: -6386936.000000 Penalty: 1062.394165 Iteration 60F: 3 clusters Score -6386936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 116876 members Entering Unmasked Estep Score: -6386936.500000 Penalty: 1062.394165 Iteration 61Q: 3 clusters Score -6386936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 116886 members Entering Unmasked Estep Score: -6386940.500000 Penalty: 1062.394165 Iteration 62Q: 3 clusters Score -6386940 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 116900 members Entering Unmasked Estep Score: -6386936.000000 Penalty: 1062.394165 Iteration 63Q: 3 clusters Score -6386936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 116906 members Entering Unmasked Estep Score: -6386931.500000 Penalty: 1062.394165 Iteration 64Q: 3 clusters Score -6386932 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 116913 members Entering Unmasked Estep Score: -6386927.500000 Penalty: 1062.394165 Iteration 65Q: 3 clusters Score -6386928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 116919 members Entering Unmasked Estep Score: -6386932.000000 Penalty: 1062.394165 Iteration 66Q: 3 clusters Score -6386932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 116923 members Entering Unmasked Estep Score: -6386935.000000 Penalty: 1062.394165 Iteration 67Q: 3 clusters Score -6386935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 116926 members Entering Unmasked Estep Score: -6386929.500000 Penalty: 1062.394165 Iteration 68Q: 3 clusters Score -6386930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 116928 members Entering Unmasked Estep Score: -6386933.000000 Penalty: 1062.394165 Iteration 69Q: 3 clusters Score -6386933 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 116930 members Entering Unmasked Estep Score: -6386933.000000 Penalty: 1062.394165 Iteration 70Q: 3 clusters Score -6386933 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 116930 members Entering Unmasked Estep Score: -6386933.000000 Penalty: 1062.394165 Iteration 71F: 3 clusters Score -6386933 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -109385.414062 Penalty: 343.049927 Iteration 0F: 2 clusters Score -109385.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -108017.726562 Penalty: 686.099854 Iteration 0F: 3 clusters Score -108017.7 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -108426.828125 Penalty: 686.099854 Iteration 1F: 3 clusters Score -108426.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -108520.875000 Penalty: 686.099854 Iteration 2F: 3 clusters Score -108520.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -108605.976562 Penalty: 686.099854 Iteration 3F: 3 clusters Score -108606 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -108700.242188 Penalty: 686.099854 Iteration 4F: 3 clusters Score -108700.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -108796.562500 Penalty: 686.099854 Iteration 5F: 3 clusters Score -108796.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -108895.531250 Penalty: 686.099854 Iteration 6F: 3 clusters Score -108895.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -108978.062500 Penalty: 686.099854 Iteration 7Q: 3 clusters Score -108978.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -109035.375000 Penalty: 686.099854 Iteration 8Q: 3 clusters Score -109035.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -109062.117188 Penalty: 686.099854 Iteration 9Q: 3 clusters Score -109062.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -109071.828125 Penalty: 686.099854 Iteration 10Q: 3 clusters Score -109071.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -109073.546875 Penalty: 686.099854 Iteration 11Q: 3 clusters Score -109073.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -109073.546875 Penalty: 686.099854 Iteration 12F: 3 clusters Score -109073.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Entering Unmasked Estep Score: -1327916.875000 Penalty: 458.224335 Iteration 0F: 2 clusters Score -1327917 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -1312040.875000 Penalty: 916.448669 Iteration 0F: 3 clusters Score -1312041 nChanged 11400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13787 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -1319444.125000 Penalty: 916.448669 Iteration 1F: 3 clusters Score -1319444 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14792 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -1320253.250000 Penalty: 916.448669 Iteration 2F: 3 clusters Score -1320253 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -1321264.625000 Penalty: 916.448669 Iteration 3F: 3 clusters Score -1321265 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1322451.125000 Penalty: 916.448669 Iteration 4F: 3 clusters Score -1322451 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19046 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1323809.625000 Penalty: 916.448669 Iteration 5F: 3 clusters Score -1323810 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1325123.000000 Penalty: 916.448669 Iteration 6F: 3 clusters Score -1325123 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21649 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1326168.500000 Penalty: 916.448669 Iteration 7Q: 3 clusters Score -1326168 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22464 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1326891.875000 Penalty: 916.448669 Iteration 8Q: 3 clusters Score -1326892 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1327265.750000 Penalty: 916.448669 Iteration 9Q: 3 clusters Score -1327266 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23187 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1327445.750000 Penalty: 916.448669 Iteration 10Q: 3 clusters Score -1327446 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23323 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1327537.500000 Penalty: 916.448669 Iteration 11Q: 3 clusters Score -1327538 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23387 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1327573.125000 Penalty: 916.448669 Iteration 12Q: 3 clusters Score -1327573 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1327591.250000 Penalty: 916.448669 Iteration 13Q: 3 clusters Score -1327591 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23435 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1327596.250000 Penalty: 916.448669 Iteration 14Q: 3 clusters Score -1327596 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23443 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1327600.875000 Penalty: 916.448669 Iteration 15Q: 3 clusters Score -1327601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23448 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1327606.250000 Penalty: 916.448669 Iteration 16Q: 3 clusters Score -1327606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23455 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -1327611.125000 Penalty: 916.448669 Iteration 17Q: 3 clusters Score -1327611 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23462 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1327616.125000 Penalty: 916.448669 Iteration 18Q: 3 clusters Score -1327616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23465 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1327616.500000 Penalty: 916.448669 Iteration 19Q: 3 clusters Score -1327616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1327618.000000 Penalty: 916.448669 Iteration 20F: 3 clusters Score -1327618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23469 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1327619.500000 Penalty: 916.448669 Iteration 21Q: 3 clusters Score -1327620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23470 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1327617.750000 Penalty: 916.448669 Iteration 22Q: 3 clusters Score -1327618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23470 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1327617.750000 Penalty: 916.448669 Iteration 23F: 3 clusters Score -1327618 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Entering Unmasked Estep Score: -496609.468750 Penalty: 412.645081 Iteration 0F: 2 clusters Score -496609.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -490808.031250 Penalty: 825.290161 Iteration 0F: 3 clusters Score -490808 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -493427.187500 Penalty: 825.290161 Iteration 1F: 3 clusters Score -493427.2 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -493925.593750 Penalty: 825.290161 Iteration 2F: 3 clusters Score -493925.6 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -494481.031250 Penalty: 825.290161 Iteration 3F: 3 clusters Score -494481 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -495001.500000 Penalty: 825.290161 Iteration 4F: 3 clusters Score -495001.5 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -495308.843750 Penalty: 825.290161 Iteration 5F: 3 clusters Score -495308.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -495431.718750 Penalty: 825.290161 Iteration 6Q: 3 clusters Score -495431.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -495487.062500 Penalty: 825.290161 Iteration 7Q: 3 clusters Score -495487.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -495527.968750 Penalty: 825.290161 Iteration 8Q: 3 clusters Score -495528 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -495555.843750 Penalty: 825.290161 Iteration 9Q: 3 clusters Score -495555.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -495577.375000 Penalty: 825.290161 Iteration 10Q: 3 clusters Score -495577.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -495597.906250 Penalty: 825.290161 Iteration 11Q: 3 clusters Score -495597.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -495619.218750 Penalty: 825.290161 Iteration 12Q: 3 clusters Score -495619.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -495635.437500 Penalty: 825.290161 Iteration 13Q: 3 clusters Score -495635.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -495647.625000 Penalty: 825.290161 Iteration 14Q: 3 clusters Score -495647.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -495660.375000 Penalty: 825.290161 Iteration 15Q: 3 clusters Score -495660.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -495669.593750 Penalty: 825.290161 Iteration 16Q: 3 clusters Score -495669.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -495677.156250 Penalty: 825.290161 Iteration 17Q: 3 clusters Score -495677.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -495682.750000 Penalty: 825.290161 Iteration 18Q: 3 clusters Score -495682.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -495687.250000 Penalty: 825.290161 Iteration 19Q: 3 clusters Score -495687.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -495691.343750 Penalty: 825.290161 Iteration 20F: 3 clusters Score -495691.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -495695.843750 Penalty: 825.290161 Iteration 21Q: 3 clusters Score -495695.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -495702.500000 Penalty: 825.290161 Iteration 22Q: 3 clusters Score -495702.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -495707.593750 Penalty: 825.290161 Iteration 23Q: 3 clusters Score -495707.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -495716.656250 Penalty: 825.290161 Iteration 24Q: 3 clusters Score -495716.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -495729.000000 Penalty: 825.290161 Iteration 25Q: 3 clusters Score -495729 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -495734.812500 Penalty: 825.290161 Iteration 26Q: 3 clusters Score -495734.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -495738.125000 Penalty: 825.290161 Iteration 27Q: 3 clusters Score -495738.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -495740.375000 Penalty: 825.290161 Iteration 28Q: 3 clusters Score -495740.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -495743.156250 Penalty: 825.290161 Iteration 29Q: 3 clusters Score -495743.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -495742.687500 Penalty: 825.290161 Iteration 30Q: 3 clusters Score -495742.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -495742.968750 Penalty: 825.290161 Iteration 31Q: 3 clusters Score -495743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -495744.093750 Penalty: 825.290161 Iteration 32Q: 3 clusters Score -495744.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -495743.625000 Penalty: 825.290161 Iteration 33Q: 3 clusters Score -495743.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -495745.218750 Penalty: 825.290161 Iteration 34Q: 3 clusters Score -495745.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -495746.062500 Penalty: 825.290161 Iteration 35Q: 3 clusters Score -495746.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -495746.281250 Penalty: 825.290161 Iteration 36Q: 3 clusters Score -495746.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -495747.562500 Penalty: 825.290161 Iteration 37Q: 3 clusters Score -495747.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -495750.031250 Penalty: 825.290161 Iteration 38Q: 3 clusters Score -495750 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -495751.843750 Penalty: 825.290161 Iteration 39Q: 3 clusters Score -495751.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -495753.968750 Penalty: 825.290161 Iteration 40F: 3 clusters Score -495754 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -495754.718750 Penalty: 825.290161 Iteration 41Q: 3 clusters Score -495754.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -495754.625000 Penalty: 825.290161 Iteration 42Q: 3 clusters Score -495754.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -495755.125000 Penalty: 825.290161 Iteration 43Q: 3 clusters Score -495755.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -495755.375000 Penalty: 825.290161 Iteration 44Q: 3 clusters Score -495755.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -495756.343750 Penalty: 825.290161 Iteration 45Q: 3 clusters Score -495756.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -495756.187500 Penalty: 825.290161 Iteration 46Q: 3 clusters Score -495756.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -495756.281250 Penalty: 825.290161 Iteration 47Q: 3 clusters Score -495756.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -495756.281250 Penalty: 825.290161 Iteration 48F: 3 clusters Score -495756.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -18449.947266 Penalty: 276.636963 Iteration 0F: 2 clusters Score -18449.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18012.951172 Penalty: 553.273926 Iteration 0F: 3 clusters Score -18012.95 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -18140.605469 Penalty: 553.273926 Iteration 1F: 3 clusters Score -18140.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -18190.123047 Penalty: 553.273926 Iteration 2F: 3 clusters Score -18190.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -18215.361328 Penalty: 553.273926 Iteration 3F: 3 clusters Score -18215.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -18231.732422 Penalty: 553.273926 Iteration 4Q: 3 clusters Score -18231.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -18244.511719 Penalty: 553.273926 Iteration 5Q: 3 clusters Score -18244.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18252.761719 Penalty: 553.273926 Iteration 6Q: 3 clusters Score -18252.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18257.517578 Penalty: 553.273926 Iteration 7Q: 3 clusters Score -18257.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18258.861328 Penalty: 553.273926 Iteration 8Q: 3 clusters Score -18258.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18259.699219 Penalty: 553.273926 Iteration 9Q: 3 clusters Score -18259.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18260.154297 Penalty: 553.273926 Iteration 10Q: 3 clusters Score -18260.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18260.412109 Penalty: 553.273926 Iteration 11Q: 3 clusters Score -18260.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18260.412109 Penalty: 553.273926 Iteration 12F: 3 clusters Score -18260.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Entering Unmasked Estep Score: -268263.781250 Penalty: 393.342133 Iteration 0F: 2 clusters Score -268263.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -264411.906250 Penalty: 786.684265 Iteration 0F: 3 clusters Score -264411.9 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -266038.468750 Penalty: 786.684265 Iteration 1F: 3 clusters Score -266038.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -266262.187500 Penalty: 786.684265 Iteration 2F: 3 clusters Score -266262.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -266442.687500 Penalty: 786.684265 Iteration 3F: 3 clusters Score -266442.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -266638.562500 Penalty: 786.684265 Iteration 4F: 3 clusters Score -266638.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -266826.718750 Penalty: 786.684265 Iteration 5Q: 3 clusters Score -266826.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -267017.281250 Penalty: 786.684265 Iteration 6F: 3 clusters Score -267017.3 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -267204.718750 Penalty: 786.684265 Iteration 7Q: 3 clusters Score -267204.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -267391.093750 Penalty: 786.684265 Iteration 8Q: 3 clusters Score -267391.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -267516.750000 Penalty: 786.684265 Iteration 9Q: 3 clusters Score -267516.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -267592.687500 Penalty: 786.684265 Iteration 10Q: 3 clusters Score -267592.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -267643.312500 Penalty: 786.684265 Iteration 11Q: 3 clusters Score -267643.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -267677.781250 Penalty: 786.684265 Iteration 12Q: 3 clusters Score -267677.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -267697.656250 Penalty: 786.684265 Iteration 13Q: 3 clusters Score -267697.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -267708.500000 Penalty: 786.684265 Iteration 14Q: 3 clusters Score -267708.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -267716.312500 Penalty: 786.684265 Iteration 15Q: 3 clusters Score -267716.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -267721.968750 Penalty: 786.684265 Iteration 16Q: 3 clusters Score -267722 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -267727.281250 Penalty: 786.684265 Iteration 17Q: 3 clusters Score -267727.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -267731.687500 Penalty: 786.684265 Iteration 18Q: 3 clusters Score -267731.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -267736.187500 Penalty: 786.684265 Iteration 19Q: 3 clusters Score -267736.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -267740.937500 Penalty: 786.684265 Iteration 20F: 3 clusters Score -267740.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -267747.906250 Penalty: 786.684265 Iteration 21Q: 3 clusters Score -267747.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -267753.406250 Penalty: 786.684265 Iteration 22Q: 3 clusters Score -267753.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -267756.531250 Penalty: 786.684265 Iteration 23Q: 3 clusters Score -267756.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -267759.968750 Penalty: 786.684265 Iteration 24Q: 3 clusters Score -267760 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -267762.593750 Penalty: 786.684265 Iteration 25Q: 3 clusters Score -267762.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -267766.343750 Penalty: 786.684265 Iteration 26Q: 3 clusters Score -267766.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -267768.906250 Penalty: 786.684265 Iteration 27Q: 3 clusters Score -267768.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -267772.593750 Penalty: 786.684265 Iteration 28Q: 3 clusters Score -267772.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -267778.562500 Penalty: 786.684265 Iteration 29Q: 3 clusters Score -267778.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -267783.531250 Penalty: 786.684265 Iteration 30Q: 3 clusters Score -267783.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -267788.968750 Penalty: 786.684265 Iteration 31Q: 3 clusters Score -267789 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -267794.000000 Penalty: 786.684265 Iteration 32Q: 3 clusters Score -267794 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -267803.750000 Penalty: 786.684265 Iteration 33Q: 3 clusters Score -267803.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -267814.000000 Penalty: 786.684265 Iteration 34Q: 3 clusters Score -267814 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -267828.000000 Penalty: 786.684265 Iteration 35Q: 3 clusters Score -267828 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -267838.843750 Penalty: 786.684265 Iteration 36Q: 3 clusters Score -267838.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -267857.531250 Penalty: 786.684265 Iteration 37Q: 3 clusters Score -267857.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -267894.968750 Penalty: 786.684265 Iteration 38Q: 3 clusters Score -267895 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -267942.656250 Penalty: 786.684265 Iteration 39Q: 3 clusters Score -267942.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -267993.968750 Penalty: 786.684265 Iteration 40F: 3 clusters Score -267994 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -268044.406250 Penalty: 786.684265 Iteration 41Q: 3 clusters Score -268044.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -268072.062500 Penalty: 786.684265 Iteration 42Q: 3 clusters Score -268072.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -268088.062500 Penalty: 786.684265 Iteration 43Q: 3 clusters Score -268088.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -268100.781250 Penalty: 786.684265 Iteration 44Q: 3 clusters Score -268100.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -268106.187500 Penalty: 786.684265 Iteration 45Q: 3 clusters Score -268106.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -268109.593750 Penalty: 786.684265 Iteration 46Q: 3 clusters Score -268109.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -268111.781250 Penalty: 786.684265 Iteration 47Q: 3 clusters Score -268111.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -268114.000000 Penalty: 786.684265 Iteration 48Q: 3 clusters Score -268114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -268116.375000 Penalty: 786.684265 Iteration 49Q: 3 clusters Score -268116.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -268117.281250 Penalty: 786.684265 Iteration 50Q: 3 clusters Score -268117.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -268119.531250 Penalty: 786.684265 Iteration 51Q: 3 clusters Score -268119.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -268124.187500 Penalty: 786.684265 Iteration 52Q: 3 clusters Score -268124.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -268126.718750 Penalty: 786.684265 Iteration 53Q: 3 clusters Score -268126.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -268129.187500 Penalty: 786.684265 Iteration 54Q: 3 clusters Score -268129.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -268130.781250 Penalty: 786.684265 Iteration 55Q: 3 clusters Score -268130.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -268132.000000 Penalty: 786.684265 Iteration 56Q: 3 clusters Score -268132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -268133.062500 Penalty: 786.684265 Iteration 57Q: 3 clusters Score -268133.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -268135.125000 Penalty: 786.684265 Iteration 58Q: 3 clusters Score -268135.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -268138.437500 Penalty: 786.684265 Iteration 59Q: 3 clusters Score -268138.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -268141.031250 Penalty: 786.684265 Iteration 60F: 3 clusters Score -268141 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -268142.562500 Penalty: 786.684265 Iteration 61Q: 3 clusters Score -268142.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -268145.000000 Penalty: 786.684265 Iteration 62Q: 3 clusters Score -268145 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -268146.375000 Penalty: 786.684265 Iteration 63Q: 3 clusters Score -268146.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -268147.250000 Penalty: 786.684265 Iteration 64Q: 3 clusters Score -268147.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -268148.125000 Penalty: 786.684265 Iteration 65Q: 3 clusters Score -268148.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -268148.750000 Penalty: 786.684265 Iteration 66Q: 3 clusters Score -268148.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -268149.906250 Penalty: 786.684265 Iteration 67Q: 3 clusters Score -268149.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -268150.625000 Penalty: 786.684265 Iteration 68Q: 3 clusters Score -268150.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -268151.812500 Penalty: 786.684265 Iteration 69Q: 3 clusters Score -268151.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -268152.875000 Penalty: 786.684265 Iteration 70Q: 3 clusters Score -268152.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -268153.406250 Penalty: 786.684265 Iteration 71Q: 3 clusters Score -268153.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -268155.531250 Penalty: 786.684265 Iteration 72Q: 3 clusters Score -268155.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -268157.125000 Penalty: 786.684265 Iteration 73Q: 3 clusters Score -268157.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -268158.812500 Penalty: 786.684265 Iteration 74Q: 3 clusters Score -268158.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -268160.687500 Penalty: 786.684265 Iteration 75Q: 3 clusters Score -268160.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -268162.562500 Penalty: 786.684265 Iteration 76Q: 3 clusters Score -268162.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -268164.562500 Penalty: 786.684265 Iteration 77Q: 3 clusters Score -268164.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -268165.843750 Penalty: 786.684265 Iteration 78Q: 3 clusters Score -268165.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -268166.437500 Penalty: 786.684265 Iteration 79Q: 3 clusters Score -268166.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -268166.843750 Penalty: 786.684265 Iteration 80F: 3 clusters Score -268166.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -268167.750000 Penalty: 786.684265 Iteration 81Q: 3 clusters Score -268167.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -268167.375000 Penalty: 786.684265 Iteration 82Q: 3 clusters Score -268167.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -268168.156250 Penalty: 786.684265 Iteration 83Q: 3 clusters Score -268168.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -268168.125000 Penalty: 786.684265 Iteration 84Q: 3 clusters Score -268168.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -268168.125000 Penalty: 786.684265 Iteration 85F: 3 clusters Score -268168.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Entering Unmasked Estep Score: -203686.875000 Penalty: 375.045380 Iteration 0F: 2 clusters Score -203686.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -201022.750000 Penalty: 750.090759 Iteration 0F: 3 clusters Score -201022.8 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -202057.093750 Penalty: 750.090759 Iteration 1F: 3 clusters Score -202057.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -202261.953125 Penalty: 750.090759 Iteration 2F: 3 clusters Score -202262 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -202458.421875 Penalty: 750.090759 Iteration 3F: 3 clusters Score -202458.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -202691.156250 Penalty: 750.090759 Iteration 4F: 3 clusters Score -202691.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -202878.953125 Penalty: 750.090759 Iteration 5F: 3 clusters Score -202879 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -203019.687500 Penalty: 750.090759 Iteration 6Q: 3 clusters Score -203019.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -203103.015625 Penalty: 750.090759 Iteration 7Q: 3 clusters Score -203103 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -203169.343750 Penalty: 750.090759 Iteration 8Q: 3 clusters Score -203169.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -203203.437500 Penalty: 750.090759 Iteration 9Q: 3 clusters Score -203203.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -203226.156250 Penalty: 750.090759 Iteration 10Q: 3 clusters Score -203226.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -203253.421875 Penalty: 750.090759 Iteration 11Q: 3 clusters Score -203253.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -203278.937500 Penalty: 750.090759 Iteration 12Q: 3 clusters Score -203278.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -203292.031250 Penalty: 750.090759 Iteration 13Q: 3 clusters Score -203292 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -203303.562500 Penalty: 750.090759 Iteration 14Q: 3 clusters Score -203303.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -203309.921875 Penalty: 750.090759 Iteration 15Q: 3 clusters Score -203309.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -203316.843750 Penalty: 750.090759 Iteration 16Q: 3 clusters Score -203316.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -203322.906250 Penalty: 750.090759 Iteration 17Q: 3 clusters Score -203322.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -203324.937500 Penalty: 750.090759 Iteration 18Q: 3 clusters Score -203324.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -203328.687500 Penalty: 750.090759 Iteration 19Q: 3 clusters Score -203328.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -203331.015625 Penalty: 750.090759 Iteration 20F: 3 clusters Score -203331 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -203333.125000 Penalty: 750.090759 Iteration 21Q: 3 clusters Score -203333.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -203333.531250 Penalty: 750.090759 Iteration 22Q: 3 clusters Score -203333.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -203334.359375 Penalty: 750.090759 Iteration 23Q: 3 clusters Score -203334.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -203334.484375 Penalty: 750.090759 Iteration 24Q: 3 clusters Score -203334.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -203335.625000 Penalty: 750.090759 Iteration 25Q: 3 clusters Score -203335.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -203337.484375 Penalty: 750.090759 Iteration 26Q: 3 clusters Score -203337.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -203342.265625 Penalty: 750.090759 Iteration 27Q: 3 clusters Score -203342.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -203348.625000 Penalty: 750.090759 Iteration 28Q: 3 clusters Score -203348.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -203351.703125 Penalty: 750.090759 Iteration 29Q: 3 clusters Score -203351.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -203353.578125 Penalty: 750.090759 Iteration 30Q: 3 clusters Score -203353.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -203353.578125 Penalty: 750.090759 Iteration 31F: 3 clusters Score -203353.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -9807.915039 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9807.915 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 111 members Entering Unmasked Estep Score: -9521.002930 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9521.003 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9608.596680 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9608.597 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9626.167969 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9626.168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9637.277344 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9637.277 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9653.143555 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9653.144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9656.034180 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9656.034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9658.332031 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9658.332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9659.939453 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9659.939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9659.939453 Penalty: 482.600739 Iteration 8F: 3 clusters Score -9659.939 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6353.653809 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6353.654 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6122.262207 Penalty: 456.572449 Iteration 0F: 3 clusters Score -6122.262 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6164.265625 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6164.266 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6182.955078 Penalty: 456.572449 Iteration 2F: 3 clusters Score -6182.955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6190.347168 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -6190.347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6203.688965 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6203.689 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6212.994141 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -6212.994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6218.216309 Penalty: 456.572449 Iteration 6Q: 3 clusters Score -6218.216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6220.076660 Penalty: 456.572449 Iteration 7Q: 3 clusters Score -6220.077 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -6221.414551 Penalty: 456.572449 Iteration 8Q: 3 clusters Score -6221.415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -6221.414551 Penalty: 456.572449 Iteration 9F: 3 clusters Score -6221.415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 402 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66625 members Mstep: Class 6 contains 20251 members Mstep: Class 7 contains 26667 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 6069 members Mstep: Class 10 contains 4388 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8763 members Mstep: Class 13 contains 4734 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2505 members Mstep: Class 16 contains 2034 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2232 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117555 members Mstep: Class 21 contains 1881 members Mstep: Class 22 contains 23644 members Mstep: Class 23 contains 8683 members Mstep: Class 24 contains 437 members Mstep: Class 25 contains 5681 members Mstep: Class 26 contains 3800 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 151 members Entering Unmasked Estep ConsiderDeletion Score: -21382114.000000 Penalty: 16476.107422 Iteration 159Q: 29 clusters Score -2.138211e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 6482 members Mstep: Class 3 contains 402 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 20245 members Mstep: Class 7 contains 26666 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 6072 members Mstep: Class 10 contains 4370 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8767 members Mstep: Class 13 contains 4731 members Mstep: Class 14 contains 43213 members Mstep: Class 15 contains 2509 members Mstep: Class 16 contains 2037 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117567 members Mstep: Class 21 contains 1899 members Mstep: Class 22 contains 23648 members Mstep: Class 23 contains 8674 members Mstep: Class 24 contains 445 members Mstep: Class 25 contains 5680 members Mstep: Class 26 contains 3798 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 150 members Entering Unmasked Estep ConsiderDeletion Score: -21382192.000000 Penalty: 16476.107422 Iteration 160F: 29 clusters Score -2.138219e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 6482 members Mstep: Class 3 contains 402 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66625 members Mstep: Class 6 contains 20235 members Mstep: Class 7 contains 26665 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 6069 members Mstep: Class 10 contains 4358 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8768 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2042 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2236 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117577 members Mstep: Class 21 contains 1917 members Mstep: Class 22 contains 23649 members Mstep: Class 23 contains 8665 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 5677 members Mstep: Class 26 contains 3797 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 149 members Entering Unmasked Estep ConsiderDeletion Score: -21382192.000000 Penalty: 16476.107422 Iteration 161Q: 29 clusters Score -2.138219e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 6484 members Mstep: Class 3 contains 404 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66621 members Mstep: Class 6 contains 20215 members Mstep: Class 7 contains 26664 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 6078 members Mstep: Class 10 contains 4352 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8770 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43203 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2052 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117581 members Mstep: Class 21 contains 1932 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8656 members Mstep: Class 24 contains 466 members Mstep: Class 25 contains 5669 members Mstep: Class 26 contains 3799 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 147 members Entering Unmasked Estep ConsiderDeletion Score: -21382182.000000 Penalty: 16476.107422 Iteration 162Q: 29 clusters Score -2.138218e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 6486 members Mstep: Class 3 contains 404 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66615 members Mstep: Class 6 contains 20204 members Mstep: Class 7 contains 26663 members Mstep: Class 8 contains 2964 members Mstep: Class 9 contains 6084 members Mstep: Class 10 contains 4349 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8775 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43204 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2063 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2241 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117570 members Mstep: Class 21 contains 1951 members Mstep: Class 22 contains 23653 members Mstep: Class 23 contains 8645 members Mstep: Class 24 contains 472 members Mstep: Class 25 contains 5667 members Mstep: Class 26 contains 3799 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 143 members Entering Unmasked Estep ConsiderDeletion Score: -21382176.000000 Penalty: 16476.107422 Iteration 163Q: 29 clusters Score -2.138218e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 6483 members Mstep: Class 3 contains 404 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66620 members Mstep: Class 6 contains 20182 members Mstep: Class 7 contains 26662 members Mstep: Class 8 contains 2955 members Mstep: Class 9 contains 6103 members Mstep: Class 10 contains 4345 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8777 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2521 members Mstep: Class 16 contains 2071 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2240 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117567 members Mstep: Class 21 contains 1965 members Mstep: Class 22 contains 23653 members Mstep: Class 23 contains 8635 members Mstep: Class 24 contains 479 members Mstep: Class 25 contains 5657 members Mstep: Class 26 contains 3806 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -21382196.000000 Penalty: 16476.107422 Iteration 164Q: 29 clusters Score -2.13822e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6480 members Mstep: Class 3 contains 405 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66625 members Mstep: Class 6 contains 20162 members Mstep: Class 7 contains 26661 members Mstep: Class 8 contains 2946 members Mstep: Class 9 contains 6110 members Mstep: Class 10 contains 4342 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8775 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2524 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117559 members Mstep: Class 21 contains 1987 members Mstep: Class 22 contains 23652 members Mstep: Class 23 contains 8629 members Mstep: Class 24 contains 488 members Mstep: Class 25 contains 5652 members Mstep: Class 26 contains 3809 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 138 members Entering Unmasked Estep ConsiderDeletion Score: -21382238.000000 Penalty: 16476.107422 Iteration 165Q: 29 clusters Score -2.138224e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 407 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66627 members Mstep: Class 6 contains 20126 members Mstep: Class 7 contains 26662 members Mstep: Class 8 contains 2944 members Mstep: Class 9 contains 6131 members Mstep: Class 10 contains 4338 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8778 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43209 members Mstep: Class 15 contains 2527 members Mstep: Class 16 contains 2098 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117543 members Mstep: Class 21 contains 2004 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8625 members Mstep: Class 24 contains 495 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3813 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 137 members Entering Unmasked Estep ConsiderDeletion Score: -21382232.000000 Penalty: 16476.107422 Iteration 166Q: 29 clusters Score -2.138223e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 407 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 20101 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6153 members Mstep: Class 10 contains 4336 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8777 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43212 members Mstep: Class 15 contains 2523 members Mstep: Class 16 contains 2105 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117528 members Mstep: Class 21 contains 2025 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8622 members Mstep: Class 24 contains 500 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3814 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 136 members Entering Unmasked Estep ConsiderDeletion Score: -21382248.000000 Penalty: 16476.107422 Iteration 167Q: 29 clusters Score -2.138225e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6479 members Mstep: Class 3 contains 406 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 20071 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6181 members Mstep: Class 10 contains 4333 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8774 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43211 members Mstep: Class 15 contains 2522 members Mstep: Class 16 contains 2110 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117509 members Mstep: Class 21 contains 2049 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8619 members Mstep: Class 24 contains 504 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3813 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 136 members Entering Unmasked Estep ConsiderDeletion Score: -21382240.000000 Penalty: 16476.107422 Iteration 168Q: 29 clusters Score -2.138224e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 6481 members Mstep: Class 3 contains 406 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 20043 members Mstep: Class 7 contains 26659 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6209 members Mstep: Class 10 contains 4333 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8769 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43211 members Mstep: Class 15 contains 2521 members Mstep: Class 16 contains 2116 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117484 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8618 members Mstep: Class 24 contains 508 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3814 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 136 members Entering Unmasked Estep ConsiderDeletion Score: -21382228.000000 Penalty: 16476.107422 Iteration 169Q: 29 clusters Score -2.138223e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 6482 members Mstep: Class 3 contains 406 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 20011 members Mstep: Class 7 contains 26659 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6241 members Mstep: Class 10 contains 4334 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8766 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43215 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2122 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117450 members Mstep: Class 21 contains 2100 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8618 members Mstep: Class 24 contains 511 members Mstep: Class 25 contains 5644 members Mstep: Class 26 contains 3814 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 135 members Entering Unmasked Estep ConsiderDeletion Score: -21382268.000000 Penalty: 16476.107422 Iteration 170Q: 29 clusters Score -2.138227e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 6485 members Mstep: Class 3 contains 407 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19980 members Mstep: Class 7 contains 26659 members Mstep: Class 8 contains 2945 members Mstep: Class 9 contains 6274 members Mstep: Class 10 contains 4333 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8760 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43214 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2125 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117427 members Mstep: Class 21 contains 2124 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8617 members Mstep: Class 24 contains 513 members Mstep: Class 25 contains 5644 members Mstep: Class 26 contains 3815 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 133 members Entering Unmasked Estep ConsiderDeletion Score: -21382272.000000 Penalty: 16476.107422 Iteration 171Q: 29 clusters Score -2.138227e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6490 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19946 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 2941 members Mstep: Class 9 contains 6313 members Mstep: Class 10 contains 4334 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8753 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2127 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117418 members Mstep: Class 21 contains 2136 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8610 members Mstep: Class 24 contains 516 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382260.000000 Penalty: 16476.107422 Iteration 172Q: 29 clusters Score -2.138226e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6492 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19916 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 2939 members Mstep: Class 9 contains 6354 members Mstep: Class 10 contains 4332 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8748 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2127 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117415 members Mstep: Class 21 contains 2145 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8601 members Mstep: Class 24 contains 516 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382268.000000 Penalty: 16476.107422 Iteration 173Q: 29 clusters Score -2.138227e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6495 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 19887 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6394 members Mstep: Class 10 contains 4327 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8735 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43215 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2128 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117414 members Mstep: Class 21 contains 2158 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8596 members Mstep: Class 24 contains 517 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382282.000000 Penalty: 16476.107422 Iteration 174Q: 29 clusters Score -2.138228e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6496 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 19866 members Mstep: Class 7 contains 26658 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6430 members Mstep: Class 10 contains 4319 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8718 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43211 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2129 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117421 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8591 members Mstep: Class 24 contains 520 members Mstep: Class 25 contains 5643 members Mstep: Class 26 contains 3817 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382304.000000 Penalty: 16476.107422 Iteration 175Q: 29 clusters Score -2.13823e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6497 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 19836 members Mstep: Class 7 contains 26656 members Mstep: Class 8 contains 2937 members Mstep: Class 9 contains 6467 members Mstep: Class 10 contains 4315 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8700 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43209 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2133 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117430 members Mstep: Class 21 contains 2175 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8589 members Mstep: Class 24 contains 521 members Mstep: Class 25 contains 5643 members Mstep: Class 26 contains 3818 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382278.000000 Penalty: 16476.107422 Iteration 176Q: 29 clusters Score -2.138228e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19805 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2937 members Mstep: Class 9 contains 6501 members Mstep: Class 10 contains 4307 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8688 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2135 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117436 members Mstep: Class 21 contains 2184 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8589 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3819 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382310.000000 Penalty: 16476.107422 Iteration 177Q: 29 clusters Score -2.138231e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66623 members Mstep: Class 6 contains 19789 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6530 members Mstep: Class 10 contains 4299 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8674 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43208 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2135 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117439 members Mstep: Class 21 contains 2191 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8588 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5636 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382342.000000 Penalty: 16476.107422 Iteration 178Q: 29 clusters Score -2.138234e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19776 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2934 members Mstep: Class 9 contains 6562 members Mstep: Class 10 contains 4295 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8659 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43209 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2133 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117438 members Mstep: Class 21 contains 2201 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8585 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382390.000000 Penalty: 16476.107422 Iteration 179Q: 29 clusters Score -2.138239e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19761 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6592 members Mstep: Class 10 contains 4289 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8638 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43208 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2133 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117443 members Mstep: Class 21 contains 2212 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8581 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382392.000000 Penalty: 16476.107422 Iteration 180F: 29 clusters Score -2.138239e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19742 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2935 members Mstep: Class 9 contains 6619 members Mstep: Class 10 contains 4285 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8626 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2136 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117447 members Mstep: Class 21 contains 2218 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8577 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382392.000000 Penalty: 16476.107422 Iteration 181Q: 29 clusters Score -2.138239e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19736 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2937 members Mstep: Class 9 contains 6637 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8605 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2142 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117446 members Mstep: Class 21 contains 2222 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8577 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382412.000000 Penalty: 16476.107422 Iteration 182Q: 29 clusters Score -2.138241e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19737 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6649 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8590 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43206 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2149 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117437 members Mstep: Class 21 contains 2226 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8576 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382406.000000 Penalty: 16476.107422 Iteration 183Q: 29 clusters Score -2.138241e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19745 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6653 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8574 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43204 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2154 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117429 members Mstep: Class 21 contains 2232 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8575 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382412.000000 Penalty: 16476.107422 Iteration 184Q: 29 clusters Score -2.138241e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19747 members Mstep: Class 7 contains 26655 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6668 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8558 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43202 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2155 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117425 members Mstep: Class 21 contains 2234 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8574 members Mstep: Class 24 contains 526 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382400.000000 Penalty: 16476.107422 Iteration 185Q: 29 clusters Score -2.13824e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66624 members Mstep: Class 6 contains 19758 members Mstep: Class 7 contains 26654 members Mstep: Class 8 contains 2942 members Mstep: Class 9 contains 6683 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8532 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43202 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117419 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8573 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382418.000000 Penalty: 16476.107422 Iteration 186Q: 29 clusters Score -2.138242e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 19769 members Mstep: Class 7 contains 26653 members Mstep: Class 8 contains 2939 members Mstep: Class 9 contains 6698 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8501 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43203 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2238 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117418 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8573 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382416.000000 Penalty: 16476.107422 Iteration 187Q: 29 clusters Score -2.138242e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66626 members Mstep: Class 6 contains 19780 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6707 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8480 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43203 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2177 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2237 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117412 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8572 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382404.000000 Penalty: 16476.107422 Iteration 188Q: 29 clusters Score -2.13824e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66627 members Mstep: Class 6 contains 19791 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2939 members Mstep: Class 9 contains 6721 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8460 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43203 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2181 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2235 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117405 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8571 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382408.000000 Penalty: 16476.107422 Iteration 189Q: 29 clusters Score -2.138241e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19808 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8435 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43204 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2190 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117397 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8570 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382394.000000 Penalty: 16476.107422 Iteration 190Q: 29 clusters Score -2.138239e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19831 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2934 members Mstep: Class 9 contains 6740 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8407 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43207 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2195 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117389 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8568 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382406.000000 Penalty: 16476.107422 Iteration 191Q: 29 clusters Score -2.138241e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19848 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2932 members Mstep: Class 9 contains 6742 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8386 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43210 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2201 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117386 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382412.000000 Penalty: 16476.107422 Iteration 192Q: 29 clusters Score -2.138241e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19855 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2933 members Mstep: Class 9 contains 6753 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8363 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43213 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2206 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117385 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5630 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382406.000000 Penalty: 16476.107422 Iteration 193Q: 29 clusters Score -2.138241e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19864 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2934 members Mstep: Class 9 contains 6763 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8345 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43212 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2207 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117384 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5629 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382418.000000 Penalty: 16476.107422 Iteration 194Q: 29 clusters Score -2.138242e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19870 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2934 members Mstep: Class 9 contains 6775 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8333 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43213 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117378 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5627 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382422.000000 Penalty: 16476.107422 Iteration 195Q: 29 clusters Score -2.138242e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19865 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8324 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43214 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117373 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5627 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382424.000000 Penalty: 16476.107422 Iteration 196Q: 29 clusters Score -2.138242e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19869 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2935 members Mstep: Class 9 contains 6805 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8309 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117370 members Mstep: Class 21 contains 2237 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5628 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382422.000000 Penalty: 16476.107422 Iteration 197Q: 29 clusters Score -2.138242e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6503 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19875 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6816 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8296 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2207 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117365 members Mstep: Class 21 contains 2238 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5628 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382418.000000 Penalty: 16476.107422 Iteration 198Q: 29 clusters Score -2.138242e+07 nChanged 38 Entering ConstructFrom: Score: -21382418.000000 Penalty: 16476.107422 Entering ConstructFrom: Trying to split cluster 1 (1329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Entering Unmasked Estep Score: -55080.101562 Penalty: 327.244293 Iteration 0F: 2 clusters Score -55080.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -54067.136719 Penalty: 654.488586 Iteration 0F: 3 clusters Score -54067.14 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -54511.046875 Penalty: 654.488586 Iteration 1F: 3 clusters Score -54511.05 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -54724.738281 Penalty: 654.488586 Iteration 2F: 3 clusters Score -54724.74 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -54923.773438 Penalty: 654.488586 Iteration 3F: 3 clusters Score -54923.77 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -55004.144531 Penalty: 654.488586 Iteration 4F: 3 clusters Score -55004.14 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -55020.757812 Penalty: 654.488586 Iteration 5Q: 3 clusters Score -55020.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -55024.578125 Penalty: 654.488586 Iteration 6Q: 3 clusters Score -55024.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -55027.285156 Penalty: 654.488586 Iteration 7Q: 3 clusters Score -55027.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -55027.937500 Penalty: 654.488586 Iteration 8Q: 3 clusters Score -55027.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -55027.937500 Penalty: 654.488586 Iteration 9F: 3 clusters Score -55027.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Entering Unmasked Estep Score: -341452.906250 Penalty: 399.483856 Iteration 0F: 2 clusters Score -341452.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -337051.468750 Penalty: 798.967712 Iteration 0F: 3 clusters Score -337051.5 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -338870.187500 Penalty: 798.967712 Iteration 1F: 3 clusters Score -338870.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -339210.468750 Penalty: 798.967712 Iteration 2F: 3 clusters Score -339210.5 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -339703.437500 Penalty: 798.967712 Iteration 3F: 3 clusters Score -339703.4 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -340183.187500 Penalty: 798.967712 Iteration 4F: 3 clusters Score -340183.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -340524.156250 Penalty: 798.967712 Iteration 5F: 3 clusters Score -340524.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -340744.093750 Penalty: 798.967712 Iteration 6F: 3 clusters Score -340744.1 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -340916.000000 Penalty: 798.967712 Iteration 7Q: 3 clusters Score -340916 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -341039.218750 Penalty: 798.967712 Iteration 8Q: 3 clusters Score -341039.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -341116.750000 Penalty: 798.967712 Iteration 9Q: 3 clusters Score -341116.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -341162.593750 Penalty: 798.967712 Iteration 10Q: 3 clusters Score -341162.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -341189.593750 Penalty: 798.967712 Iteration 11Q: 3 clusters Score -341189.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -341200.218750 Penalty: 798.967712 Iteration 12Q: 3 clusters Score -341200.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -341206.406250 Penalty: 798.967712 Iteration 13Q: 3 clusters Score -341206.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -341209.937500 Penalty: 798.967712 Iteration 14Q: 3 clusters Score -341209.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -341211.656250 Penalty: 798.967712 Iteration 15Q: 3 clusters Score -341211.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -341213.656250 Penalty: 798.967712 Iteration 16Q: 3 clusters Score -341213.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -341213.781250 Penalty: 798.967712 Iteration 17Q: 3 clusters Score -341213.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -341214.437500 Penalty: 798.967712 Iteration 18Q: 3 clusters Score -341214.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -341214.156250 Penalty: 798.967712 Iteration 19Q: 3 clusters Score -341214.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -341214.937500 Penalty: 798.967712 Iteration 20F: 3 clusters Score -341214.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -341214.937500 Penalty: 798.967712 Iteration 21Q: 3 clusters Score -341214.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -341215.593750 Penalty: 798.967712 Iteration 22Q: 3 clusters Score -341215.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -341216.093750 Penalty: 798.967712 Iteration 23Q: 3 clusters Score -341216.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -341216.093750 Penalty: 798.967712 Iteration 24F: 3 clusters Score -341216.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -13311.821289 Penalty: 273.512665 Iteration 0F: 2 clusters Score -13311.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12891.396484 Penalty: 547.025330 Iteration 0F: 3 clusters Score -12891.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13092.433594 Penalty: 547.025330 Iteration 1F: 3 clusters Score -13092.43 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13183.610352 Penalty: 547.025330 Iteration 2F: 3 clusters Score -13183.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13230.356445 Penalty: 547.025330 Iteration 3F: 3 clusters Score -13230.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13266.806641 Penalty: 547.025330 Iteration 4Q: 3 clusters Score -13266.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -13284.820312 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -13284.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13292.151367 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -13292.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13294.506836 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -13294.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13297.657227 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -13297.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13297.657227 Penalty: 547.025330 Iteration 9F: 3 clusters Score -13297.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -108641.335938 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108641.3 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -109123.804688 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109123.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -109225.882812 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109225.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -109312.953125 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109313 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -109389.843750 Penalty: 686.966553 Iteration 4F: 3 clusters Score -109389.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -109462.328125 Penalty: 686.966553 Iteration 5F: 3 clusters Score -109462.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -109518.390625 Penalty: 686.966553 Iteration 6Q: 3 clusters Score -109518.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -109555.554688 Penalty: 686.966553 Iteration 7Q: 3 clusters Score -109555.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -109597.609375 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109597.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -109617.148438 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109617.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -109630.476562 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109630.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -109636.734375 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109636.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -109639.312500 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109639.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -109641.593750 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109641.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -109642.921875 Penalty: 686.966553 Iteration 14Q: 3 clusters Score -109642.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -109644.164062 Penalty: 686.966553 Iteration 15Q: 3 clusters Score -109644.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -109646.421875 Penalty: 686.966553 Iteration 16Q: 3 clusters Score -109646.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -109648.132812 Penalty: 686.966553 Iteration 17Q: 3 clusters Score -109648.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -109649.062500 Penalty: 686.966553 Iteration 18Q: 3 clusters Score -109649.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -109651.585938 Penalty: 686.966553 Iteration 19Q: 3 clusters Score -109651.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -109653.242188 Penalty: 686.966553 Iteration 20F: 3 clusters Score -109653.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -109654.812500 Penalty: 686.966553 Iteration 21Q: 3 clusters Score -109654.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -109655.843750 Penalty: 686.966553 Iteration 22Q: 3 clusters Score -109655.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -109658.054688 Penalty: 686.966553 Iteration 23Q: 3 clusters Score -109658.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -109659.351562 Penalty: 686.966553 Iteration 24Q: 3 clusters Score -109659.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -109659.960938 Penalty: 686.966553 Iteration 25Q: 3 clusters Score -109660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -109660.140625 Penalty: 686.966553 Iteration 26Q: 3 clusters Score -109660.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -109660.140625 Penalty: 686.966553 Iteration 27F: 3 clusters Score -109660.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66628 members Entering Unmasked Estep Score: -3642574.500000 Penalty: 505.363037 Iteration 0F: 2 clusters Score -3642574 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33339 members Mstep: Class 2 contains 33289 members Entering Unmasked Estep Score: -3597769.000000 Penalty: 1010.726074 Iteration 0F: 3 clusters Score -3597769 nChanged 32402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33081 members Mstep: Class 2 contains 33547 members Entering Unmasked Estep Score: -3618609.500000 Penalty: 1010.726074 Iteration 1F: 3 clusters Score -3618610 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33479 members Mstep: Class 2 contains 33149 members Entering Unmasked Estep Score: -3620654.000000 Penalty: 1010.726074 Iteration 2F: 3 clusters Score -3620654 nChanged 4135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33974 members Mstep: Class 2 contains 32654 members Entering Unmasked Estep Score: -3623547.750000 Penalty: 1010.726074 Iteration 3F: 3 clusters Score -3623548 nChanged 4451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34393 members Mstep: Class 2 contains 32235 members Entering Unmasked Estep Score: -3626958.000000 Penalty: 1010.726074 Iteration 4F: 3 clusters Score -3626958 nChanged 4316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34697 members Mstep: Class 2 contains 31931 members Entering Unmasked Estep Score: -3629780.500000 Penalty: 1010.726074 Iteration 5F: 3 clusters Score -3629780 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34834 members Mstep: Class 2 contains 31794 members Entering Unmasked Estep Score: -3631098.000000 Penalty: 1010.726074 Iteration 6Q: 3 clusters Score -3631098 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34924 members Mstep: Class 2 contains 31704 members Entering Unmasked Estep Score: -3631555.500000 Penalty: 1010.726074 Iteration 7Q: 3 clusters Score -3631556 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35015 members Mstep: Class 2 contains 31613 members Entering Unmasked Estep Score: -3631738.250000 Penalty: 1010.726074 Iteration 8Q: 3 clusters Score -3631738 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35103 members Mstep: Class 2 contains 31525 members Entering Unmasked Estep Score: -3631872.750000 Penalty: 1010.726074 Iteration 9Q: 3 clusters Score -3631873 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35173 members Mstep: Class 2 contains 31455 members Entering Unmasked Estep Score: -3631975.750000 Penalty: 1010.726074 Iteration 10Q: 3 clusters Score -3631976 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35241 members Mstep: Class 2 contains 31387 members Entering Unmasked Estep Score: -3632105.500000 Penalty: 1010.726074 Iteration 11Q: 3 clusters Score -3632106 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35299 members Mstep: Class 2 contains 31329 members Entering Unmasked Estep Score: -3632207.250000 Penalty: 1010.726074 Iteration 12Q: 3 clusters Score -3632207 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35344 members Mstep: Class 2 contains 31284 members Entering Unmasked Estep Score: -3632360.250000 Penalty: 1010.726074 Iteration 13Q: 3 clusters Score -3632360 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35363 members Mstep: Class 2 contains 31265 members Entering Unmasked Estep Score: -3632484.250000 Penalty: 1010.726074 Iteration 14Q: 3 clusters Score -3632484 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35328 members Mstep: Class 2 contains 31300 members Entering Unmasked Estep Score: -3632601.000000 Penalty: 1010.726074 Iteration 15Q: 3 clusters Score -3632601 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35270 members Mstep: Class 2 contains 31358 members Entering Unmasked Estep Score: -3632697.500000 Penalty: 1010.726074 Iteration 16Q: 3 clusters Score -3632698 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35191 members Mstep: Class 2 contains 31437 members Entering Unmasked Estep Score: -3632807.250000 Penalty: 1010.726074 Iteration 17Q: 3 clusters Score -3632807 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35068 members Mstep: Class 2 contains 31560 members Entering Unmasked Estep Score: -3632907.000000 Penalty: 1010.726074 Iteration 18Q: 3 clusters Score -3632907 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34964 members Mstep: Class 2 contains 31664 members Entering Unmasked Estep Score: -3632994.500000 Penalty: 1010.726074 Iteration 19Q: 3 clusters Score -3632994 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34869 members Mstep: Class 2 contains 31759 members Entering Unmasked Estep Score: -3633055.250000 Penalty: 1010.726074 Iteration 20F: 3 clusters Score -3633055 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34735 members Mstep: Class 2 contains 31893 members Entering Unmasked Estep Score: -3633111.000000 Penalty: 1010.726074 Iteration 21Q: 3 clusters Score -3633111 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34612 members Mstep: Class 2 contains 32016 members Entering Unmasked Estep Score: -3633151.750000 Penalty: 1010.726074 Iteration 22Q: 3 clusters Score -3633152 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34451 members Mstep: Class 2 contains 32177 members Entering Unmasked Estep Score: -3633200.500000 Penalty: 1010.726074 Iteration 23Q: 3 clusters Score -3633200 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34262 members Mstep: Class 2 contains 32366 members Entering Unmasked Estep Score: -3633269.750000 Penalty: 1010.726074 Iteration 24Q: 3 clusters Score -3633270 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34023 members Mstep: Class 2 contains 32605 members Entering Unmasked Estep Score: -3633322.750000 Penalty: 1010.726074 Iteration 25Q: 3 clusters Score -3633323 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33765 members Mstep: Class 2 contains 32863 members Entering Unmasked Estep Score: -3633358.000000 Penalty: 1010.726074 Iteration 26Q: 3 clusters Score -3633358 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33504 members Mstep: Class 2 contains 33124 members Entering Unmasked Estep Score: -3633414.750000 Penalty: 1010.726074 Iteration 27Q: 3 clusters Score -3633415 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33189 members Mstep: Class 2 contains 33439 members Entering Unmasked Estep Score: -3633467.500000 Penalty: 1010.726074 Iteration 28Q: 3 clusters Score -3633468 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32871 members Mstep: Class 2 contains 33757 members Entering Unmasked Estep Score: -3633497.500000 Penalty: 1010.726074 Iteration 29Q: 3 clusters Score -3633498 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32516 members Mstep: Class 2 contains 34112 members Entering Unmasked Estep Score: -3633539.250000 Penalty: 1010.726074 Iteration 30Q: 3 clusters Score -3633539 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32156 members Mstep: Class 2 contains 34472 members Entering Unmasked Estep Score: -3633575.250000 Penalty: 1010.726074 Iteration 31Q: 3 clusters Score -3633575 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 34890 members Entering Unmasked Estep Score: -3633638.500000 Penalty: 1010.726074 Iteration 32Q: 3 clusters Score -3633638 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31275 members Mstep: Class 2 contains 35353 members Entering Unmasked Estep Score: -3633707.500000 Penalty: 1010.726074 Iteration 33Q: 3 clusters Score -3633708 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30782 members Mstep: Class 2 contains 35846 members Entering Unmasked Estep Score: -3633760.750000 Penalty: 1010.726074 Iteration 34Q: 3 clusters Score -3633761 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30285 members Mstep: Class 2 contains 36343 members Entering Unmasked Estep Score: -3633819.250000 Penalty: 1010.726074 Iteration 35Q: 3 clusters Score -3633819 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29784 members Mstep: Class 2 contains 36844 members Entering Unmasked Estep Score: -3633907.000000 Penalty: 1010.726074 Iteration 36Q: 3 clusters Score -3633907 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29219 members Mstep: Class 2 contains 37409 members Entering Unmasked Estep Score: -3633975.000000 Penalty: 1010.726074 Iteration 37Q: 3 clusters Score -3633975 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28625 members Mstep: Class 2 contains 38003 members Entering Unmasked Estep Score: -3634073.750000 Penalty: 1010.726074 Iteration 38Q: 3 clusters Score -3634074 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27957 members Mstep: Class 2 contains 38671 members Entering Unmasked Estep Score: -3634184.250000 Penalty: 1010.726074 Iteration 39Q: 3 clusters Score -3634184 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27257 members Mstep: Class 2 contains 39371 members Entering Unmasked Estep Score: -3634331.500000 Penalty: 1010.726074 Iteration 40F: 3 clusters Score -3634332 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26504 members Mstep: Class 2 contains 40124 members Entering Unmasked Estep Score: -3634469.000000 Penalty: 1010.726074 Iteration 41Q: 3 clusters Score -3634469 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25743 members Mstep: Class 2 contains 40885 members Entering Unmasked Estep Score: -3634629.750000 Penalty: 1010.726074 Iteration 42Q: 3 clusters Score -3634630 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24925 members Mstep: Class 2 contains 41703 members Entering Unmasked Estep Score: -3634841.750000 Penalty: 1010.726074 Iteration 43Q: 3 clusters Score -3634842 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24012 members Mstep: Class 2 contains 42616 members Entering Unmasked Estep Score: -3635076.750000 Penalty: 1010.726074 Iteration 44Q: 3 clusters Score -3635077 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23098 members Mstep: Class 2 contains 43530 members Entering Unmasked Estep Score: -3635289.250000 Penalty: 1010.726074 Iteration 45Q: 3 clusters Score -3635289 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 44544 members Entering Unmasked Estep Score: -3635596.000000 Penalty: 1010.726074 Iteration 46Q: 3 clusters Score -3635596 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21033 members Mstep: Class 2 contains 45595 members Entering Unmasked Estep Score: -3635962.500000 Penalty: 1010.726074 Iteration 47Q: 3 clusters Score -3635962 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19940 members Mstep: Class 2 contains 46688 members Entering Unmasked Estep Score: -3636340.250000 Penalty: 1010.726074 Iteration 48Q: 3 clusters Score -3636340 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18813 members Mstep: Class 2 contains 47815 members Entering Unmasked Estep Score: -3636787.000000 Penalty: 1010.726074 Iteration 49Q: 3 clusters Score -3636787 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 48974 members Entering Unmasked Estep Score: -3637257.250000 Penalty: 1010.726074 Iteration 50Q: 3 clusters Score -3637257 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 50126 members Entering Unmasked Estep Score: -3637735.750000 Penalty: 1010.726074 Iteration 51Q: 3 clusters Score -3637736 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 51311 members Entering Unmasked Estep Score: -3638266.750000 Penalty: 1010.726074 Iteration 52Q: 3 clusters Score -3638267 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 52468 members Entering Unmasked Estep Score: -3638775.000000 Penalty: 1010.726074 Iteration 53Q: 3 clusters Score -3638775 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 53544 members Entering Unmasked Estep Score: -3639238.750000 Penalty: 1010.726074 Iteration 54Q: 3 clusters Score -3639239 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 54553 members Entering Unmasked Estep Score: -3639695.250000 Penalty: 1010.726074 Iteration 55Q: 3 clusters Score -3639695 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 55485 members Entering Unmasked Estep Score: -3640082.750000 Penalty: 1010.726074 Iteration 56Q: 3 clusters Score -3640083 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10297 members Mstep: Class 2 contains 56331 members Entering Unmasked Estep Score: -3640400.000000 Penalty: 1010.726074 Iteration 57Q: 3 clusters Score -3640400 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Mstep: Class 2 contains 57107 members Entering Unmasked Estep Score: -3640676.750000 Penalty: 1010.726074 Iteration 58Q: 3 clusters Score -3640677 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 57854 members Entering Unmasked Estep Score: -3640953.750000 Penalty: 1010.726074 Iteration 59Q: 3 clusters Score -3640954 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 58486 members Entering Unmasked Estep Score: -3641183.750000 Penalty: 1010.726074 Iteration 60F: 3 clusters Score -3641184 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 59077 members Entering Unmasked Estep Score: -3641369.000000 Penalty: 1010.726074 Iteration 61Q: 3 clusters Score -3641369 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 59622 members Entering Unmasked Estep Score: -3641516.000000 Penalty: 1010.726074 Iteration 62Q: 3 clusters Score -3641516 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 60124 members Entering Unmasked Estep Score: -3641630.250000 Penalty: 1010.726074 Iteration 63Q: 3 clusters Score -3641630 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 60572 members Entering Unmasked Estep Score: -3641748.250000 Penalty: 1010.726074 Iteration 64Q: 3 clusters Score -3641748 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 60968 members Entering Unmasked Estep Score: -3641846.500000 Penalty: 1010.726074 Iteration 65Q: 3 clusters Score -3641846 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 61353 members Entering Unmasked Estep Score: -3641940.500000 Penalty: 1010.726074 Iteration 66Q: 3 clusters Score -3641940 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 61702 members Entering Unmasked Estep Score: -3642022.250000 Penalty: 1010.726074 Iteration 67Q: 3 clusters Score -3642022 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 62044 members Entering Unmasked Estep Score: -3642098.250000 Penalty: 1010.726074 Iteration 68Q: 3 clusters Score -3642098 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 62345 members Entering Unmasked Estep Score: -3642177.250000 Penalty: 1010.726074 Iteration 69Q: 3 clusters Score -3642177 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 62609 members Entering Unmasked Estep Score: -3642228.250000 Penalty: 1010.726074 Iteration 70Q: 3 clusters Score -3642228 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 62839 members Entering Unmasked Estep Score: -3642283.000000 Penalty: 1010.726074 Iteration 71Q: 3 clusters Score -3642283 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 63048 members Entering Unmasked Estep Score: -3642332.750000 Penalty: 1010.726074 Iteration 72Q: 3 clusters Score -3642333 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 63238 members Entering Unmasked Estep Score: -3642359.750000 Penalty: 1010.726074 Iteration 73Q: 3 clusters Score -3642360 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 63404 members Entering Unmasked Estep Score: -3642392.500000 Penalty: 1010.726074 Iteration 74Q: 3 clusters Score -3642392 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 63546 members Entering Unmasked Estep Score: -3642408.250000 Penalty: 1010.726074 Iteration 75Q: 3 clusters Score -3642408 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 63668 members Entering Unmasked Estep Score: -3642435.000000 Penalty: 1010.726074 Iteration 76Q: 3 clusters Score -3642435 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 63785 members Entering Unmasked Estep Score: -3642445.000000 Penalty: 1010.726074 Iteration 77Q: 3 clusters Score -3642445 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 63880 members Entering Unmasked Estep Score: -3642459.000000 Penalty: 1010.726074 Iteration 78Q: 3 clusters Score -3642459 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 63976 members Entering Unmasked Estep Score: -3642456.250000 Penalty: 1010.726074 Iteration 79Q: 3 clusters Score -3642456 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 64068 members Entering Unmasked Estep Score: -3642471.000000 Penalty: 1010.726074 Iteration 80F: 3 clusters Score -3642471 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 64162 members Entering Unmasked Estep Score: -3642494.500000 Penalty: 1010.726074 Iteration 81Q: 3 clusters Score -3642494 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 64261 members Entering Unmasked Estep Score: -3642505.500000 Penalty: 1010.726074 Iteration 82Q: 3 clusters Score -3642506 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 64342 members Entering Unmasked Estep Score: -3642527.000000 Penalty: 1010.726074 Iteration 83Q: 3 clusters Score -3642527 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 64407 members Entering Unmasked Estep Score: -3642535.500000 Penalty: 1010.726074 Iteration 84Q: 3 clusters Score -3642536 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 64459 members Entering Unmasked Estep Score: -3642535.750000 Penalty: 1010.726074 Iteration 85Q: 3 clusters Score -3642536 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 64507 members Entering Unmasked Estep Score: -3642536.750000 Penalty: 1010.726074 Iteration 86Q: 3 clusters Score -3642537 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 64553 members Entering Unmasked Estep Score: -3642540.000000 Penalty: 1010.726074 Iteration 87Q: 3 clusters Score -3642540 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 64591 members Entering Unmasked Estep Score: -3642551.250000 Penalty: 1010.726074 Iteration 88Q: 3 clusters Score -3642551 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 64627 members Entering Unmasked Estep Score: -3642550.250000 Penalty: 1010.726074 Iteration 89Q: 3 clusters Score -3642550 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 64660 members Entering Unmasked Estep Score: -3642561.500000 Penalty: 1010.726074 Iteration 90Q: 3 clusters Score -3642562 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 64691 members Entering Unmasked Estep Score: -3642563.000000 Penalty: 1010.726074 Iteration 91Q: 3 clusters Score -3642563 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 64719 members Entering Unmasked Estep Score: -3642568.000000 Penalty: 1010.726074 Iteration 92Q: 3 clusters Score -3642568 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 64749 members Entering Unmasked Estep Score: -3642575.250000 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members Entering Unmasked Estep Score: -3642602.000000 Penalty: 1010.726074 Iteration 105Q: 3 clusters Score -3642602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 64985 members Entering Unmasked Estep Score: -3642603.000000 Penalty: 1010.726074 Iteration 106Q: 3 clusters Score -3642603 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 64994 members Entering Unmasked Estep Score: -3642601.500000 Penalty: 1010.726074 Iteration 107Q: 3 clusters Score -3642602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 64999 members Entering Unmasked Estep Score: -3642600.000000 Penalty: 1010.726074 Iteration 108Q: 3 clusters Score -3642600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 65003 members Entering Unmasked Estep Score: -3642600.250000 Penalty: 1010.726074 Iteration 109Q: 3 clusters Score -3642600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 65006 members Entering Unmasked Estep Score: -3642598.000000 Penalty: 1010.726074 Iteration 110Q: 3 clusters Score -3642598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 65011 members Entering Unmasked Estep Score: -3642599.000000 Penalty: 1010.726074 Iteration 111Q: 3 clusters Score -3642599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 65014 members Entering Unmasked Estep Score: -3642598.250000 Penalty: 1010.726074 Iteration 112Q: 3 clusters Score -3642598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 65020 members Entering Unmasked Estep Score: -3642599.750000 Penalty: 1010.726074 Iteration 113Q: 3 clusters Score -3642600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 65023 members Entering Unmasked Estep Score: -3642605.000000 Penalty: 1010.726074 Iteration 114Q: 3 clusters Score -3642605 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 65028 members Entering Unmasked Estep Score: -3642602.250000 Penalty: 1010.726074 Iteration 115Q: 3 clusters Score -3642602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 65034 members Entering Unmasked Estep Score: -3642600.250000 Penalty: 1010.726074 Iteration 116Q: 3 clusters Score -3642600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 65041 members Entering Unmasked Estep Score: -3642602.000000 Penalty: 1010.726074 Iteration 117Q: 3 clusters Score -3642602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 65051 members Entering Unmasked Estep Score: -3642600.250000 Penalty: 1010.726074 Iteration 118Q: 3 clusters Score -3642600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 65059 members Entering Unmasked Estep Score: -3642601.750000 Penalty: 1010.726074 Iteration 119Q: 3 clusters Score -3642602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 65062 members Entering Unmasked Estep Score: -3642599.000000 Penalty: 1010.726074 Iteration 120F: 3 clusters Score -3642599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 65065 members Entering Unmasked Estep Score: -3642598.750000 Penalty: 1010.726074 Iteration 121Q: 3 clusters Score -3642599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 65067 members Entering Unmasked Estep Score: -3642596.000000 Penalty: 1010.726074 Iteration 122Q: 3 clusters Score -3642596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 65070 members Entering Unmasked Estep Score: -3642601.000000 Penalty: 1010.726074 Iteration 123Q: 3 clusters Score -3642601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 65076 members Entering Unmasked Estep Score: -3642601.500000 Penalty: 1010.726074 Iteration 124Q: 3 clusters Score -3642602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 65082 members Entering Unmasked Estep Score: -3642601.250000 Penalty: 1010.726074 Iteration 125Q: 3 clusters Score -3642601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 65088 members Entering Unmasked Estep Score: -3642598.500000 Penalty: 1010.726074 Iteration 126Q: 3 clusters Score -3642598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 65091 members Entering Unmasked Estep Score: -3642596.750000 Penalty: 1010.726074 Iteration 127Q: 3 clusters Score -3642597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 65090 members Entering Unmasked Estep Score: -3642598.500000 Penalty: 1010.726074 Iteration 128Q: 3 clusters Score -3642598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 65092 members Entering Unmasked Estep Score: -3642597.500000 Penalty: 1010.726074 Iteration 129Q: 3 clusters Score -3642598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 65094 members Entering Unmasked Estep Score: -3642599.250000 Penalty: 1010.726074 Iteration 130Q: 3 clusters Score -3642599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 65094 members Entering Unmasked Estep Score: -3642596.250000 Penalty: 1010.726074 Iteration 131Q: 3 clusters Score -3642596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 65096 members Entering Unmasked Estep Score: -3642597.250000 Penalty: 1010.726074 Iteration 132Q: 3 clusters Score -3642597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 65098 members Entering Unmasked Estep Score: -3642596.000000 Penalty: 1010.726074 Iteration 133Q: 3 clusters Score -3642596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 65101 members Entering Unmasked Estep Score: -3642593.000000 Penalty: 1010.726074 Iteration 134Q: 3 clusters Score -3642593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 65102 members Entering Unmasked Estep Score: -3642592.500000 Penalty: 1010.726074 Iteration 135Q: 3 clusters Score -3642592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 65106 members Entering Unmasked Estep Score: -3642591.000000 Penalty: 1010.726074 Iteration 136Q: 3 clusters Score -3642591 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 65111 members Entering Unmasked Estep Score: -3642593.000000 Penalty: 1010.726074 Iteration 137Q: 3 clusters Score -3642593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 65112 members Entering Unmasked Estep Score: -3642591.250000 Penalty: 1010.726074 Iteration 138Q: 3 clusters Score -3642591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 65113 members Entering Unmasked Estep Score: -3642594.750000 Penalty: 1010.726074 Iteration 139Q: 3 clusters Score -3642595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 65113 members Entering Unmasked Estep Score: -3642594.750000 Penalty: 1010.726074 Iteration 140F: 3 clusters Score -3642595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 1515 members Mstep: Class 6 contains 19882 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6822 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8283 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117360 members Mstep: Class 21 contains 2238 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5630 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Mstep: Class 29 contains 65113 members Entering Unmasked Estep Score: -21382250.000000 Penalty: 17064.539062 Splitting cluster 5 changes total score from -21382418.000000 to -21382250.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (19882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Entering Unmasked Estep Score: -1034853.500000 Penalty: 450.339417 Iteration 0F: 2 clusters Score -1034854 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -1021535.062500 Penalty: 900.678833 Iteration 0F: 3 clusters Score -1021535 nChanged 9551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -1027238.000000 Penalty: 900.678833 Iteration 1F: 3 clusters Score -1027238 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -1027737.562500 Penalty: 900.678833 Iteration 2F: 3 clusters Score -1027738 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -1028360.687500 Penalty: 900.678833 Iteration 3F: 3 clusters Score -1028361 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -1029260.062500 Penalty: 900.678833 Iteration 4F: 3 clusters Score -1029260 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1030299.562500 Penalty: 900.678833 Iteration 5F: 3 clusters Score -1030300 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1031012.125000 Penalty: 900.678833 Iteration 6F: 3 clusters Score -1031012 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -1031335.625000 Penalty: 900.678833 Iteration 7Q: 3 clusters Score -1031336 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1031508.125000 Penalty: 900.678833 Iteration 8Q: 3 clusters Score -1031508 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -1031613.187500 Penalty: 900.678833 Iteration 9Q: 3 clusters Score -1031613 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -1031719.250000 Penalty: 900.678833 Iteration 10Q: 3 clusters Score -1031719 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -1031827.000000 Penalty: 900.678833 Iteration 11Q: 3 clusters Score -1031827 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 14251 members Entering Unmasked Estep Score: -1031920.750000 Penalty: 900.678833 Iteration 12Q: 3 clusters Score -1031921 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -1032027.187500 Penalty: 900.678833 Iteration 13Q: 3 clusters Score -1032027 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -1032141.750000 Penalty: 900.678833 Iteration 14Q: 3 clusters Score -1032142 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1032250.000000 Penalty: 900.678833 Iteration 15Q: 3 clusters Score -1032250 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -1032376.250000 Penalty: 900.678833 Iteration 16Q: 3 clusters Score -1032376 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -1032503.375000 Penalty: 900.678833 Iteration 17Q: 3 clusters Score -1032503 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 16357 members Entering Unmasked Estep Score: -1032663.187500 Penalty: 900.678833 Iteration 18Q: 3 clusters Score -1032663 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 16764 members Entering Unmasked Estep Score: -1032844.000000 Penalty: 900.678833 Iteration 19Q: 3 clusters Score -1032844 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 17164 members Entering Unmasked Estep Score: -1033033.937500 Penalty: 900.678833 Iteration 20F: 3 clusters Score -1033034 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -1033231.937500 Penalty: 900.678833 Iteration 21Q: 3 clusters Score -1033232 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -1033407.937500 Penalty: 900.678833 Iteration 22Q: 3 clusters Score -1033408 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 18259 members Entering Unmasked Estep Score: -1033585.937500 Penalty: 900.678833 Iteration 23Q: 3 clusters Score -1033586 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 18555 members Entering Unmasked Estep Score: -1033746.562500 Penalty: 900.678833 Iteration 24Q: 3 clusters Score -1033747 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -1033899.875000 Penalty: 900.678833 Iteration 25Q: 3 clusters Score -1033900 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 19041 members Entering Unmasked Estep Score: -1034042.000000 Penalty: 900.678833 Iteration 26Q: 3 clusters Score -1034042 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 19227 members Entering Unmasked Estep Score: -1034155.812500 Penalty: 900.678833 Iteration 27Q: 3 clusters Score -1034156 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 19363 members Entering Unmasked Estep Score: -1034242.250000 Penalty: 900.678833 Iteration 28Q: 3 clusters Score -1034242 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 19465 members Entering Unmasked Estep Score: -1034303.937500 Penalty: 900.678833 Iteration 29Q: 3 clusters Score -1034304 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 19530 members Entering Unmasked Estep Score: -1034347.187500 Penalty: 900.678833 Iteration 30Q: 3 clusters Score -1034347 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 19590 members Entering Unmasked Estep Score: -1034387.937500 Penalty: 900.678833 Iteration 31Q: 3 clusters Score -1034388 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 19630 members Entering Unmasked Estep Score: -1034409.875000 Penalty: 900.678833 Iteration 32Q: 3 clusters Score -1034410 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 19655 members Entering Unmasked Estep Score: -1034423.375000 Penalty: 900.678833 Iteration 33Q: 3 clusters Score -1034423 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 19673 members Entering Unmasked Estep Score: -1034433.187500 Penalty: 900.678833 Iteration 34Q: 3 clusters Score -1034433 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 19683 members Entering Unmasked Estep Score: -1034435.687500 Penalty: 900.678833 Iteration 35Q: 3 clusters Score -1034436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 19691 members Entering Unmasked Estep Score: -1034444.187500 Penalty: 900.678833 Iteration 36Q: 3 clusters Score -1034444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 19697 members Entering Unmasked Estep Score: -1034451.812500 Penalty: 900.678833 Iteration 37Q: 3 clusters Score -1034452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 19701 members Entering Unmasked Estep Score: -1034456.750000 Penalty: 900.678833 Iteration 38Q: 3 clusters Score -1034457 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 19709 members Entering Unmasked Estep Score: -1034463.250000 Penalty: 900.678833 Iteration 39Q: 3 clusters Score -1034463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 19713 members Entering Unmasked Estep Score: -1034467.750000 Penalty: 900.678833 Iteration 40F: 3 clusters Score -1034468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -1034470.125000 Penalty: 900.678833 Iteration 41Q: 3 clusters Score -1034470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 19720 members Entering Unmasked Estep Score: -1034473.625000 Penalty: 900.678833 Iteration 42Q: 3 clusters Score -1034474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -1034479.375000 Penalty: 900.678833 Iteration 43Q: 3 clusters Score -1034479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -1034484.000000 Penalty: 900.678833 Iteration 44Q: 3 clusters Score -1034484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 19731 members Entering Unmasked Estep Score: -1034487.437500 Penalty: 900.678833 Iteration 45Q: 3 clusters Score -1034487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 19732 members Entering Unmasked Estep Score: -1034488.437500 Penalty: 900.678833 Iteration 46Q: 3 clusters Score -1034488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 19733 members Entering Unmasked Estep Score: -1034490.250000 Penalty: 900.678833 Iteration 47Q: 3 clusters Score -1034490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 19735 members Entering Unmasked Estep Score: -1034491.500000 Penalty: 900.678833 Iteration 48Q: 3 clusters Score -1034492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 19736 members Entering Unmasked Estep Score: -1034490.812500 Penalty: 900.678833 Iteration 49Q: 3 clusters Score -1034491 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 19736 members Entering Unmasked Estep Score: -1034490.812500 Penalty: 900.678833 Iteration 50F: 3 clusters Score -1034491 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Entering Unmasked Estep Score: -1492112.875000 Penalty: 463.673187 Iteration 0F: 2 clusters Score -1492113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Mstep: Class 2 contains 13222 members Entering Unmasked Estep Score: -1474243.750000 Penalty: 927.346375 Iteration 0F: 3 clusters Score -1474244 nChanged 12830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -1482416.500000 Penalty: 927.346375 Iteration 1F: 3 clusters Score -1482416 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13674 members Mstep: Class 2 contains 12978 members Entering Unmasked Estep Score: -1483297.875000 Penalty: 927.346375 Iteration 2F: 3 clusters Score -1483298 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13460 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -1484234.500000 Penalty: 927.346375 Iteration 3F: 3 clusters Score -1484234 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -1485204.250000 Penalty: 927.346375 Iteration 4F: 3 clusters Score -1485204 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -1486133.500000 Penalty: 927.346375 Iteration 5F: 3 clusters Score -1486134 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -1486831.625000 Penalty: 927.346375 Iteration 6F: 3 clusters Score -1486832 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -1487273.750000 Penalty: 927.346375 Iteration 7Q: 3 clusters Score -1487274 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13497 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -1487577.250000 Penalty: 927.346375 Iteration 8Q: 3 clusters Score -1487577 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -1487768.375000 Penalty: 927.346375 Iteration 9Q: 3 clusters Score -1487768 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -1487915.000000 Penalty: 927.346375 Iteration 10Q: 3 clusters Score -1487915 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -1487992.750000 Penalty: 927.346375 Iteration 11Q: 3 clusters Score -1487993 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -1488068.625000 Penalty: 927.346375 Iteration 12Q: 3 clusters Score -1488069 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -1488114.375000 Penalty: 927.346375 Iteration 13Q: 3 clusters Score -1488114 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13747 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -1488155.500000 Penalty: 927.346375 Iteration 14Q: 3 clusters Score -1488156 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -1488184.500000 Penalty: 927.346375 Iteration 15Q: 3 clusters Score -1488184 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -1488206.000000 Penalty: 927.346375 Iteration 16Q: 3 clusters Score -1488206 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -1488228.250000 Penalty: 927.346375 Iteration 17Q: 3 clusters Score -1488228 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -1488243.375000 Penalty: 927.346375 Iteration 18Q: 3 clusters Score -1488243 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -1488257.625000 Penalty: 927.346375 Iteration 19Q: 3 clusters Score -1488258 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -1488267.750000 Penalty: 927.346375 Iteration 20F: 3 clusters Score -1488268 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -1488277.750000 Penalty: 927.346375 Iteration 21Q: 3 clusters Score -1488278 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -1488282.625000 Penalty: 927.346375 Iteration 22Q: 3 clusters Score -1488283 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -1488293.250000 Penalty: 927.346375 Iteration 23Q: 3 clusters Score -1488293 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -1488302.250000 Penalty: 927.346375 Iteration 24Q: 3 clusters Score -1488302 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13927 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -1488311.625000 Penalty: 927.346375 Iteration 25Q: 3 clusters Score -1488312 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -1488313.875000 Penalty: 927.346375 Iteration 26Q: 3 clusters Score -1488314 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -1488318.750000 Penalty: 927.346375 Iteration 27Q: 3 clusters Score -1488319 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -1488323.875000 Penalty: 927.346375 Iteration 28Q: 3 clusters Score -1488324 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -1488328.375000 Penalty: 927.346375 Iteration 29Q: 3 clusters Score -1488328 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -1488346.625000 Penalty: 927.346375 Iteration 30Q: 3 clusters Score -1488347 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -1488350.375000 Penalty: 927.346375 Iteration 31Q: 3 clusters Score -1488350 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -1488357.625000 Penalty: 927.346375 Iteration 32Q: 3 clusters Score -1488358 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -1488364.000000 Penalty: 927.346375 Iteration 33Q: 3 clusters Score -1488364 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 12882 members Entering Unmasked Estep Score: -1488377.625000 Penalty: 927.346375 Iteration 34Q: 3 clusters Score -1488378 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13718 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -1488390.125000 Penalty: 927.346375 Iteration 35Q: 3 clusters Score -1488390 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -1488401.125000 Penalty: 927.346375 Iteration 36Q: 3 clusters Score -1488401 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13595 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -1488418.625000 Penalty: 927.346375 Iteration 37Q: 3 clusters Score -1488419 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 13116 members Entering Unmasked Estep Score: -1488427.375000 Penalty: 927.346375 Iteration 38Q: 3 clusters Score -1488427 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -1488443.375000 Penalty: 927.346375 Iteration 39Q: 3 clusters Score -1488443 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -1488462.875000 Penalty: 927.346375 Iteration 40F: 3 clusters Score -1488463 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13262 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -1488476.125000 Penalty: 927.346375 Iteration 41Q: 3 clusters Score -1488476 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13130 members Mstep: Class 2 contains 13522 members Entering Unmasked Estep Score: -1488491.500000 Penalty: 927.346375 Iteration 42Q: 3 clusters Score -1488492 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 13676 members Entering Unmasked Estep Score: -1488516.125000 Penalty: 927.346375 Iteration 43Q: 3 clusters Score -1488516 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -1488541.125000 Penalty: 927.346375 Iteration 44Q: 3 clusters Score -1488541 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -1488571.375000 Penalty: 927.346375 Iteration 45Q: 3 clusters Score -1488571 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -1488600.500000 Penalty: 927.346375 Iteration 46Q: 3 clusters Score -1488600 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -1488623.000000 Penalty: 927.346375 Iteration 47Q: 3 clusters Score -1488623 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -1488642.250000 Penalty: 927.346375 Iteration 48Q: 3 clusters Score -1488642 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 14775 members Entering Unmasked Estep Score: -1488685.000000 Penalty: 927.346375 Iteration 49Q: 3 clusters Score -1488685 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -1488723.000000 Penalty: 927.346375 Iteration 50Q: 3 clusters Score -1488723 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 15314 members Entering Unmasked Estep Score: -1488774.750000 Penalty: 927.346375 Iteration 51Q: 3 clusters Score -1488775 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 15608 members Entering Unmasked Estep Score: -1488829.500000 Penalty: 927.346375 Iteration 52Q: 3 clusters Score -1488830 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 15922 members Entering Unmasked Estep Score: -1488887.875000 Penalty: 927.346375 Iteration 53Q: 3 clusters Score -1488888 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -1488942.625000 Penalty: 927.346375 Iteration 54Q: 3 clusters Score -1488943 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 16618 members Entering Unmasked Estep Score: -1489031.250000 Penalty: 927.346375 Iteration 55Q: 3 clusters Score -1489031 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 16978 members Entering Unmasked Estep Score: -1489109.750000 Penalty: 927.346375 Iteration 56Q: 3 clusters Score -1489110 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 17386 members Entering Unmasked Estep Score: -1489203.000000 Penalty: 927.346375 Iteration 57Q: 3 clusters Score -1489203 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 17791 members Entering Unmasked Estep Score: -1489303.375000 Penalty: 927.346375 Iteration 58Q: 3 clusters Score -1489303 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 18219 members Entering Unmasked Estep Score: -1489414.375000 Penalty: 927.346375 Iteration 59Q: 3 clusters Score -1489414 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -1489553.000000 Penalty: 927.346375 Iteration 60F: 3 clusters Score -1489553 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 19195 members Entering Unmasked Estep Score: -1489699.375000 Penalty: 927.346375 Iteration 61Q: 3 clusters Score -1489699 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 19704 members Entering Unmasked Estep Score: -1489865.375000 Penalty: 927.346375 Iteration 62Q: 3 clusters Score -1489865 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 20214 members Entering Unmasked Estep Score: -1490036.625000 Penalty: 927.346375 Iteration 63Q: 3 clusters Score -1490037 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -1490237.625000 Penalty: 927.346375 Iteration 64Q: 3 clusters Score -1490238 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -1490459.750000 Penalty: 927.346375 Iteration 65Q: 3 clusters Score -1490460 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -1490687.000000 Penalty: 927.346375 Iteration 66Q: 3 clusters Score -1490687 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 22266 members Entering Unmasked Estep Score: -1490917.750000 Penalty: 927.346375 Iteration 67Q: 3 clusters Score -1490918 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -1491128.000000 Penalty: 927.346375 Iteration 68Q: 3 clusters Score -1491128 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -1491306.500000 Penalty: 927.346375 Iteration 69Q: 3 clusters Score -1491306 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 23441 members Entering Unmasked Estep Score: -1491457.125000 Penalty: 927.346375 Iteration 70Q: 3 clusters Score -1491457 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -1491570.625000 Penalty: 927.346375 Iteration 71Q: 3 clusters Score -1491571 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 23982 members Entering Unmasked Estep Score: -1491664.625000 Penalty: 927.346375 Iteration 72Q: 3 clusters Score -1491665 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -1491733.375000 Penalty: 927.346375 Iteration 73Q: 3 clusters Score -1491733 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 24397 members Entering Unmasked Estep Score: -1491794.250000 Penalty: 927.346375 Iteration 74Q: 3 clusters Score -1491794 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 24574 members Entering Unmasked Estep Score: -1491838.375000 Penalty: 927.346375 Iteration 75Q: 3 clusters Score -1491838 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 24710 members Entering Unmasked Estep Score: -1491880.250000 Penalty: 927.346375 Iteration 76Q: 3 clusters Score -1491880 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -1491911.250000 Penalty: 927.346375 Iteration 77Q: 3 clusters Score -1491911 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 24913 members Entering Unmasked Estep Score: -1491931.250000 Penalty: 927.346375 Iteration 78Q: 3 clusters Score -1491931 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 24975 members Entering Unmasked Estep Score: -1491940.500000 Penalty: 927.346375 Iteration 79Q: 3 clusters Score -1491940 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 25036 members Entering Unmasked Estep Score: -1491954.750000 Penalty: 927.346375 Iteration 80F: 3 clusters Score -1491955 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 25096 members Entering Unmasked Estep Score: -1491965.750000 Penalty: 927.346375 Iteration 81Q: 3 clusters Score -1491966 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 25140 members Entering Unmasked Estep Score: -1491974.625000 Penalty: 927.346375 Iteration 82Q: 3 clusters Score -1491975 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 25190 members Entering Unmasked Estep Score: -1491980.500000 Penalty: 927.346375 Iteration 83Q: 3 clusters Score -1491980 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 25241 members Entering Unmasked Estep Score: -1491993.500000 Penalty: 927.346375 Iteration 84Q: 3 clusters Score -1491994 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 25299 members Entering Unmasked Estep Score: -1492014.750000 Penalty: 927.346375 Iteration 85Q: 3 clusters Score -1492015 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 25347 members Entering Unmasked Estep Score: -1492022.875000 Penalty: 927.346375 Iteration 86Q: 3 clusters Score -1492023 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 25390 members Entering Unmasked Estep Score: -1492035.000000 Penalty: 927.346375 Iteration 87Q: 3 clusters Score -1492035 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 25421 members Entering Unmasked Estep Score: -1492043.000000 Penalty: 927.346375 Iteration 88Q: 3 clusters Score -1492043 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 25445 members Entering Unmasked Estep Score: -1492046.250000 Penalty: 927.346375 Iteration 89Q: 3 clusters Score -1492046 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 25464 members Entering Unmasked Estep Score: -1492048.000000 Penalty: 927.346375 Iteration 90Q: 3 clusters Score -1492048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 25474 members Entering Unmasked Estep Score: -1492050.375000 Penalty: 927.346375 Iteration 91Q: 3 clusters Score -1492050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 25481 members Entering Unmasked Estep Score: -1492050.500000 Penalty: 927.346375 Iteration 92Q: 3 clusters Score -1492050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 25486 members Entering Unmasked Estep Score: -1492050.000000 Penalty: 927.346375 Iteration 93Q: 3 clusters Score -1492050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 25490 members Entering Unmasked Estep Score: -1492050.750000 Penalty: 927.346375 Iteration 94Q: 3 clusters Score -1492051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -1492051.000000 Penalty: 927.346375 Iteration 95Q: 3 clusters Score -1492051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -1492051.250000 Penalty: 927.346375 Iteration 96Q: 3 clusters Score -1492051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -1492051.250000 Penalty: 927.346375 Iteration 97F: 3 clusters Score -1492051 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Entering Unmasked Estep Score: -137168.906250 Penalty: 363.339539 Iteration 0F: 2 clusters Score -137168.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -135134.765625 Penalty: 726.679077 Iteration 0F: 3 clusters Score -135134.8 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -135928.515625 Penalty: 726.679077 Iteration 1F: 3 clusters Score -135928.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -136084.062500 Penalty: 726.679077 Iteration 2F: 3 clusters Score -136084.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -136204.140625 Penalty: 726.679077 Iteration 3F: 3 clusters Score -136204.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -136283.734375 Penalty: 726.679077 Iteration 4Q: 3 clusters Score -136283.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -136354.031250 Penalty: 726.679077 Iteration 5Q: 3 clusters Score -136354 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -136444.125000 Penalty: 726.679077 Iteration 6Q: 3 clusters Score -136444.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -136508.265625 Penalty: 726.679077 Iteration 7Q: 3 clusters Score -136508.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -136548.781250 Penalty: 726.679077 Iteration 8Q: 3 clusters Score -136548.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -136590.328125 Penalty: 726.679077 Iteration 9Q: 3 clusters Score -136590.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -136614.531250 Penalty: 726.679077 Iteration 10Q: 3 clusters Score -136614.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -136645.734375 Penalty: 726.679077 Iteration 11Q: 3 clusters Score -136645.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -136683.921875 Penalty: 726.679077 Iteration 12Q: 3 clusters Score -136683.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -136736.781250 Penalty: 726.679077 Iteration 13Q: 3 clusters Score -136736.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -136831.781250 Penalty: 726.679077 Iteration 14Q: 3 clusters Score -136831.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -136880.843750 Penalty: 726.679077 Iteration 15Q: 3 clusters Score -136880.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -136915.796875 Penalty: 726.679077 Iteration 16Q: 3 clusters Score -136915.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -136948.812500 Penalty: 726.679077 Iteration 17Q: 3 clusters Score -136948.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -136991.218750 Penalty: 726.679077 Iteration 18Q: 3 clusters Score -136991.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -137000.234375 Penalty: 726.679077 Iteration 19Q: 3 clusters Score -137000.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -137000.500000 Penalty: 726.679077 Iteration 20F: 3 clusters Score -137000.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -137001.343750 Penalty: 726.679077 Iteration 21Q: 3 clusters Score -137001.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -137002.359375 Penalty: 726.679077 Iteration 22Q: 3 clusters Score -137002.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -137003.328125 Penalty: 726.679077 Iteration 23Q: 3 clusters Score -137003.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -137003.328125 Penalty: 726.679077 Iteration 24F: 3 clusters Score -137003.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Entering Unmasked Estep Score: -342884.843750 Penalty: 401.669800 Iteration 0F: 2 clusters Score -342884.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -338277.750000 Penalty: 803.339600 Iteration 0F: 3 clusters Score -338277.8 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -340266.843750 Penalty: 803.339600 Iteration 1F: 3 clusters Score -340266.8 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -340578.531250 Penalty: 803.339600 Iteration 2F: 3 clusters Score -340578.5 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -340966.187500 Penalty: 803.339600 Iteration 3F: 3 clusters Score -340966.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -341420.968750 Penalty: 803.339600 Iteration 4F: 3 clusters Score -341421 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -341841.468750 Penalty: 803.339600 Iteration 5F: 3 clusters Score -341841.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -342164.875000 Penalty: 803.339600 Iteration 6Q: 3 clusters Score -342164.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -342360.562500 Penalty: 803.339600 Iteration 7Q: 3 clusters Score -342360.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -342459.656250 Penalty: 803.339600 Iteration 8Q: 3 clusters Score -342459.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -342497.625000 Penalty: 803.339600 Iteration 9Q: 3 clusters Score -342497.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -342512.343750 Penalty: 803.339600 Iteration 10Q: 3 clusters Score -342512.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -342528.093750 Penalty: 803.339600 Iteration 11Q: 3 clusters Score -342528.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -342541.906250 Penalty: 803.339600 Iteration 12Q: 3 clusters Score -342541.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -342550.218750 Penalty: 803.339600 Iteration 13Q: 3 clusters Score -342550.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -342552.843750 Penalty: 803.339600 Iteration 14Q: 3 clusters Score -342552.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -342554.375000 Penalty: 803.339600 Iteration 15Q: 3 clusters Score -342554.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -342554.218750 Penalty: 803.339600 Iteration 16Q: 3 clusters Score -342554.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -342554.218750 Penalty: 803.339600 Iteration 17F: 3 clusters Score -342554.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Entering Unmasked Estep Score: -241591.578125 Penalty: 380.468384 Iteration 0F: 2 clusters Score -241591.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -238719.421875 Penalty: 760.936768 Iteration 0F: 3 clusters Score -238719.4 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -239989.093750 Penalty: 760.936768 Iteration 1F: 3 clusters Score -239989.1 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -240350.640625 Penalty: 760.936768 Iteration 2F: 3 clusters Score -240350.6 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -240744.031250 Penalty: 760.936768 Iteration 3F: 3 clusters Score -240744 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -241051.906250 Penalty: 760.936768 Iteration 4F: 3 clusters Score -241051.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -241227.843750 Penalty: 760.936768 Iteration 5F: 3 clusters Score -241227.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -241310.515625 Penalty: 760.936768 Iteration 6Q: 3 clusters Score -241310.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -241354.875000 Penalty: 760.936768 Iteration 7Q: 3 clusters Score -241354.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -241386.859375 Penalty: 760.936768 Iteration 8Q: 3 clusters Score -241386.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -241412.031250 Penalty: 760.936768 Iteration 9Q: 3 clusters Score -241412 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -241434.531250 Penalty: 760.936768 Iteration 10Q: 3 clusters Score -241434.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -241451.843750 Penalty: 760.936768 Iteration 11Q: 3 clusters Score -241451.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -241470.375000 Penalty: 760.936768 Iteration 12Q: 3 clusters Score -241470.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -241493.343750 Penalty: 760.936768 Iteration 13Q: 3 clusters Score -241493.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -241513.968750 Penalty: 760.936768 Iteration 14Q: 3 clusters Score -241514 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -241523.843750 Penalty: 760.936768 Iteration 15Q: 3 clusters Score -241523.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -241533.921875 Penalty: 760.936768 Iteration 16Q: 3 clusters Score -241533.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -241545.828125 Penalty: 760.936768 Iteration 17Q: 3 clusters Score -241545.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -241556.218750 Penalty: 760.936768 Iteration 18Q: 3 clusters Score -241556.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -241565.218750 Penalty: 760.936768 Iteration 19Q: 3 clusters Score -241565.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -241568.875000 Penalty: 760.936768 Iteration 20F: 3 clusters Score -241568.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -241570.843750 Penalty: 760.936768 Iteration 21Q: 3 clusters Score -241570.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -241571.937500 Penalty: 760.936768 Iteration 22Q: 3 clusters Score -241571.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -241573.312500 Penalty: 760.936768 Iteration 23Q: 3 clusters Score -241573.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -241574.031250 Penalty: 760.936768 Iteration 24Q: 3 clusters Score -241574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -241575.390625 Penalty: 760.936768 Iteration 25Q: 3 clusters Score -241575.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -241578.187500 Penalty: 760.936768 Iteration 26Q: 3 clusters Score -241578.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -241582.343750 Penalty: 760.936768 Iteration 27Q: 3 clusters Score -241582.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -241587.593750 Penalty: 760.936768 Iteration 28Q: 3 clusters Score -241587.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -241592.218750 Penalty: 760.936768 Iteration 29Q: 3 clusters Score -241592.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -241596.750000 Penalty: 760.936768 Iteration 30Q: 3 clusters Score -241596.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -241601.718750 Penalty: 760.936768 Iteration 31Q: 3 clusters Score -241601.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -241603.718750 Penalty: 760.936768 Iteration 32Q: 3 clusters Score -241603.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -241605.125000 Penalty: 760.936768 Iteration 33Q: 3 clusters Score -241605.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -241606.562500 Penalty: 760.936768 Iteration 34Q: 3 clusters Score -241606.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -241609.328125 Penalty: 760.936768 Iteration 35Q: 3 clusters Score -241609.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -241609.984375 Penalty: 760.936768 Iteration 36Q: 3 clusters Score -241610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -241610.968750 Penalty: 760.936768 Iteration 37Q: 3 clusters Score -241611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -241612.625000 Penalty: 760.936768 Iteration 38Q: 3 clusters Score -241612.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -241613.390625 Penalty: 760.936768 Iteration 39Q: 3 clusters Score -241613.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -241614.171875 Penalty: 760.936768 Iteration 40F: 3 clusters Score -241614.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -241614.625000 Penalty: 760.936768 Iteration 41Q: 3 clusters Score -241614.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -241615.203125 Penalty: 760.936768 Iteration 42Q: 3 clusters Score -241615.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -241615.125000 Penalty: 760.936768 Iteration 43Q: 3 clusters Score -241615.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -241615.421875 Penalty: 760.936768 Iteration 44Q: 3 clusters Score -241615.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -241616.703125 Penalty: 760.936768 Iteration 45Q: 3 clusters Score -241616.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -241617.796875 Penalty: 760.936768 Iteration 46Q: 3 clusters Score -241617.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -241620.250000 Penalty: 760.936768 Iteration 47Q: 3 clusters Score -241620.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -241622.171875 Penalty: 760.936768 Iteration 48Q: 3 clusters Score -241622.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -241624.890625 Penalty: 760.936768 Iteration 49Q: 3 clusters Score -241624.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -241627.859375 Penalty: 760.936768 Iteration 50Q: 3 clusters Score -241627.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -241629.406250 Penalty: 760.936768 Iteration 51Q: 3 clusters Score -241629.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -241631.781250 Penalty: 760.936768 Iteration 52Q: 3 clusters Score -241631.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -241632.734375 Penalty: 760.936768 Iteration 53Q: 3 clusters Score -241632.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -241634.156250 Penalty: 760.936768 Iteration 54Q: 3 clusters Score -241634.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -241634.390625 Penalty: 760.936768 Iteration 55Q: 3 clusters Score -241634.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -241634.359375 Penalty: 760.936768 Iteration 56Q: 3 clusters Score -241634.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -241635.109375 Penalty: 760.936768 Iteration 57Q: 3 clusters Score -241635.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -241635.593750 Penalty: 760.936768 Iteration 58Q: 3 clusters Score -241635.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -241636.515625 Penalty: 760.936768 Iteration 59Q: 3 clusters Score -241636.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -241637.031250 Penalty: 760.936768 Iteration 60F: 3 clusters Score -241637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -241637.687500 Penalty: 760.936768 Iteration 61Q: 3 clusters Score -241637.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -241638.609375 Penalty: 760.936768 Iteration 62Q: 3 clusters Score -241638.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -241638.390625 Penalty: 760.936768 Iteration 63Q: 3 clusters Score -241638.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -241639.437500 Penalty: 760.936768 Iteration 64Q: 3 clusters Score -241639.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -241640.265625 Penalty: 760.936768 Iteration 65Q: 3 clusters Score -241640.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -241641.359375 Penalty: 760.936768 Iteration 66Q: 3 clusters Score -241641.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -241641.984375 Penalty: 760.936768 Iteration 67Q: 3 clusters Score -241642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -241643.281250 Penalty: 760.936768 Iteration 68Q: 3 clusters Score -241643.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -241644.515625 Penalty: 760.936768 Iteration 69Q: 3 clusters Score -241644.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -241646.390625 Penalty: 760.936768 Iteration 70Q: 3 clusters Score -241646.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -241647.468750 Penalty: 760.936768 Iteration 71Q: 3 clusters Score -241647.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -241648.093750 Penalty: 760.936768 Iteration 72Q: 3 clusters Score -241648.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -241648.484375 Penalty: 760.936768 Iteration 73Q: 3 clusters Score -241648.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -241648.484375 Penalty: 760.936768 Iteration 74F: 3 clusters Score -241648.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19882 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6822 members Mstep: Class 10 contains 3795 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8283 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117360 members Mstep: Class 21 contains 2238 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5630 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Mstep: Class 29 contains 486 members Entering Unmasked Estep Score: -21382228.000000 Penalty: 17064.539062 Splitting cluster 10 changes total score from -21382418.000000 to -21382228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -130731.156250 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130731.2 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -131555.140625 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131555.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -131792.125000 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131792.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -131947.484375 Penalty: 723.975586 Iteration 3F: 3 clusters Score -131947.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -132028.828125 Penalty: 723.975586 Iteration 4F: 3 clusters Score -132028.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -132075.687500 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -132075.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -132117.328125 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -132117.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -132155.343750 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -132155.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -132191.125000 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -132191.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -132234.515625 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -132234.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -132273.625000 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132273.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -132321.859375 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132321.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -132362.796875 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132362.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -132390.625000 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132390.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -132408.593750 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132408.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -132422.859375 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132422.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -132437.062500 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132437.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -132454.531250 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132454.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -132465.421875 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132465.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -132473.000000 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132473 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -132478.671875 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132478.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -132481.984375 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132482 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -132486.625000 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -132486.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -132491.421875 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -132491.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -132494.890625 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -132494.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -132496.250000 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -132496.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -132496.671875 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -132496.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -132496.890625 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -132496.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -132496.890625 Penalty: 723.975586 Iteration 28F: 3 clusters Score -132496.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Entering Unmasked Estep Score: -447955.125000 Penalty: 410.499207 Iteration 0F: 2 clusters Score -447955.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -442390.187500 Penalty: 820.998413 Iteration 0F: 3 clusters Score -442390.2 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -444723.812500 Penalty: 820.998413 Iteration 1F: 3 clusters Score -444723.8 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -445110.343750 Penalty: 820.998413 Iteration 2F: 3 clusters Score -445110.3 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -445562.437500 Penalty: 820.998413 Iteration 3F: 3 clusters Score -445562.4 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -445989.875000 Penalty: 820.998413 Iteration 4F: 3 clusters Score -445989.9 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -446396.312500 Penalty: 820.998413 Iteration 5F: 3 clusters Score -446396.3 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -446742.281250 Penalty: 820.998413 Iteration 6F: 3 clusters Score -446742.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -446931.250000 Penalty: 820.998413 Iteration 7Q: 3 clusters Score -446931.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -447006.937500 Penalty: 820.998413 Iteration 8Q: 3 clusters Score -447006.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -447044.937500 Penalty: 820.998413 Iteration 9Q: 3 clusters Score -447044.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -447076.593750 Penalty: 820.998413 Iteration 10Q: 3 clusters Score -447076.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -447114.000000 Penalty: 820.998413 Iteration 11Q: 3 clusters Score -447114 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -447152.906250 Penalty: 820.998413 Iteration 12Q: 3 clusters Score -447152.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -447189.843750 Penalty: 820.998413 Iteration 13Q: 3 clusters Score -447189.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -447227.906250 Penalty: 820.998413 Iteration 14Q: 3 clusters Score -447227.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -447259.875000 Penalty: 820.998413 Iteration 15Q: 3 clusters Score -447259.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -447280.812500 Penalty: 820.998413 Iteration 16Q: 3 clusters Score -447280.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -447297.406250 Penalty: 820.998413 Iteration 17Q: 3 clusters Score -447297.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -447307.000000 Penalty: 820.998413 Iteration 18Q: 3 clusters Score -447307 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -447316.531250 Penalty: 820.998413 Iteration 19Q: 3 clusters Score -447316.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -447326.843750 Penalty: 820.998413 Iteration 20F: 3 clusters Score -447326.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -447340.562500 Penalty: 820.998413 Iteration 21Q: 3 clusters Score -447340.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -447353.343750 Penalty: 820.998413 Iteration 22Q: 3 clusters Score -447353.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -447369.843750 Penalty: 820.998413 Iteration 23Q: 3 clusters Score -447369.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -447385.562500 Penalty: 820.998413 Iteration 24Q: 3 clusters Score -447385.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -447406.093750 Penalty: 820.998413 Iteration 25Q: 3 clusters Score -447406.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -447422.218750 Penalty: 820.998413 Iteration 26Q: 3 clusters Score -447422.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -447436.593750 Penalty: 820.998413 Iteration 27Q: 3 clusters Score -447436.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -447446.125000 Penalty: 820.998413 Iteration 28Q: 3 clusters Score -447446.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -447459.125000 Penalty: 820.998413 Iteration 29Q: 3 clusters Score -447459.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -447470.406250 Penalty: 820.998413 Iteration 30Q: 3 clusters Score -447470.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -447481.406250 Penalty: 820.998413 Iteration 31Q: 3 clusters Score -447481.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -447491.875000 Penalty: 820.998413 Iteration 32Q: 3 clusters Score -447491.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -447500.656250 Penalty: 820.998413 Iteration 33Q: 3 clusters Score -447500.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -447508.593750 Penalty: 820.998413 Iteration 34Q: 3 clusters Score -447508.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -447519.906250 Penalty: 820.998413 Iteration 35Q: 3 clusters Score -447519.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -447530.375000 Penalty: 820.998413 Iteration 36Q: 3 clusters Score -447530.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -447534.656250 Penalty: 820.998413 Iteration 37Q: 3 clusters Score -447534.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -447539.781250 Penalty: 820.998413 Iteration 38Q: 3 clusters Score -447539.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -447544.625000 Penalty: 820.998413 Iteration 39Q: 3 clusters Score -447544.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -447547.531250 Penalty: 820.998413 Iteration 40F: 3 clusters Score -447547.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -447550.125000 Penalty: 820.998413 Iteration 41Q: 3 clusters Score -447550.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -447551.781250 Penalty: 820.998413 Iteration 42Q: 3 clusters Score -447551.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -447555.000000 Penalty: 820.998413 Iteration 43Q: 3 clusters Score -447555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -447556.000000 Penalty: 820.998413 Iteration 44Q: 3 clusters Score -447556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -447557.000000 Penalty: 820.998413 Iteration 45Q: 3 clusters Score -447557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -447558.062500 Penalty: 820.998413 Iteration 46Q: 3 clusters Score -447558.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -447561.000000 Penalty: 820.998413 Iteration 47Q: 3 clusters Score -447561 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -447566.843750 Penalty: 820.998413 Iteration 48Q: 3 clusters Score -447566.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -447569.812500 Penalty: 820.998413 Iteration 49Q: 3 clusters Score -447569.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -447571.562500 Penalty: 820.998413 Iteration 50Q: 3 clusters Score -447571.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -447573.562500 Penalty: 820.998413 Iteration 51Q: 3 clusters Score -447573.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -447575.500000 Penalty: 820.998413 Iteration 52Q: 3 clusters Score -447575.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -447576.781250 Penalty: 820.998413 Iteration 53Q: 3 clusters Score -447576.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -447581.375000 Penalty: 820.998413 Iteration 54Q: 3 clusters Score -447581.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -447585.312500 Penalty: 820.998413 Iteration 55Q: 3 clusters Score -447585.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -447589.531250 Penalty: 820.998413 Iteration 56Q: 3 clusters Score -447589.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -447592.406250 Penalty: 820.998413 Iteration 57Q: 3 clusters Score -447592.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -447594.343750 Penalty: 820.998413 Iteration 58Q: 3 clusters Score -447594.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -447596.625000 Penalty: 820.998413 Iteration 59Q: 3 clusters Score -447596.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -447597.687500 Penalty: 820.998413 Iteration 60F: 3 clusters Score -447597.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -447600.000000 Penalty: 820.998413 Iteration 61Q: 3 clusters Score -447600 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -447601.312500 Penalty: 820.998413 Iteration 62Q: 3 clusters Score -447601.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -447603.125000 Penalty: 820.998413 Iteration 63Q: 3 clusters Score -447603.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -447605.593750 Penalty: 820.998413 Iteration 64Q: 3 clusters Score -447605.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -447606.187500 Penalty: 820.998413 Iteration 65Q: 3 clusters Score -447606.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -447607.500000 Penalty: 820.998413 Iteration 66Q: 3 clusters Score -447607.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -447607.406250 Penalty: 820.998413 Iteration 67Q: 3 clusters Score -447607.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -447608.000000 Penalty: 820.998413 Iteration 68Q: 3 clusters Score -447608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -447608.593750 Penalty: 820.998413 Iteration 69Q: 3 clusters Score -447608.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -447609.156250 Penalty: 820.998413 Iteration 70Q: 3 clusters Score -447609.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -447609.406250 Penalty: 820.998413 Iteration 71Q: 3 clusters Score -447609.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -447609.593750 Penalty: 820.998413 Iteration 72Q: 3 clusters Score -447609.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -447609.687500 Penalty: 820.998413 Iteration 73Q: 3 clusters Score -447609.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -447609.687500 Penalty: 820.998413 Iteration 74F: 3 clusters Score -447609.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Entering Unmasked Estep Score: -271328.843750 Penalty: 384.996826 Iteration 0F: 2 clusters Score -271328.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -268136.437500 Penalty: 769.993652 Iteration 0F: 3 clusters Score -268136.4 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -269668.156250 Penalty: 769.993652 Iteration 1F: 3 clusters Score -269668.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -269975.656250 Penalty: 769.993652 Iteration 2F: 3 clusters Score -269975.7 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -270353.531250 Penalty: 769.993652 Iteration 3F: 3 clusters Score -270353.5 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -270815.750000 Penalty: 769.993652 Iteration 4F: 3 clusters Score -270815.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -271142.000000 Penalty: 769.993652 Iteration 5F: 3 clusters Score -271142 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -271356.750000 Penalty: 769.993652 Iteration 6Q: 3 clusters Score -271356.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -271471.968750 Penalty: 769.993652 Iteration 7Q: 3 clusters Score -271472 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -271504.437500 Penalty: 769.993652 Iteration 8Q: 3 clusters Score -271504.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -271514.031250 Penalty: 769.993652 Iteration 9Q: 3 clusters Score -271514 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -271516.531250 Penalty: 769.993652 Iteration 10Q: 3 clusters Score -271516.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -271518.125000 Penalty: 769.993652 Iteration 11Q: 3 clusters Score -271518.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -271519.125000 Penalty: 769.993652 Iteration 12Q: 3 clusters Score -271519.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -271519.781250 Penalty: 769.993652 Iteration 13Q: 3 clusters Score -271519.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -271519.500000 Penalty: 769.993652 Iteration 14Q: 3 clusters Score -271519.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -271519.500000 Penalty: 769.993652 Iteration 15F: 3 clusters Score -271519.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19882 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6822 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8283 members Mstep: Class 13 contains 2716 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117360 members Mstep: Class 21 contains 2238 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5630 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Mstep: Class 29 contains 2013 members Entering Unmasked Estep Score: -21382366.000000 Penalty: 17064.539062 Splitting cluster 13 changes total score from -21382418.000000 to -21382366.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (43217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43217 members Entering Unmasked Estep Score: -2422760.750000 Penalty: 485.666504 Iteration 0F: 2 clusters Score -2422761 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21613 members Mstep: Class 2 contains 21604 members Entering Unmasked Estep Score: -2393762.000000 Penalty: 971.333008 Iteration 0F: 3 clusters Score -2393762 nChanged 20905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22404 members Mstep: Class 2 contains 20813 members Entering Unmasked Estep Score: -2407057.000000 Penalty: 971.333008 Iteration 1F: 3 clusters Score -2407057 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23662 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -2408637.500000 Penalty: 971.333008 Iteration 2F: 3 clusters Score -2408638 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25284 members Mstep: Class 2 contains 17933 members Entering Unmasked Estep Score: -2410656.000000 Penalty: 971.333008 Iteration 3F: 3 clusters Score -2410656 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26853 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -2412751.500000 Penalty: 971.333008 Iteration 4F: 3 clusters Score -2412752 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28224 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -2414602.000000 Penalty: 971.333008 Iteration 5F: 3 clusters Score -2414602 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29349 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -2415937.250000 Penalty: 971.333008 Iteration 6Q: 3 clusters Score -2415937 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30344 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -2416819.750000 Penalty: 971.333008 Iteration 7Q: 3 clusters Score -2416820 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31268 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -2417356.250000 Penalty: 971.333008 Iteration 8Q: 3 clusters Score -2417356 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32109 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -2417718.250000 Penalty: 971.333008 Iteration 9Q: 3 clusters Score -2417718 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32917 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -2418006.750000 Penalty: 971.333008 Iteration 10Q: 3 clusters Score -2418007 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33774 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -2418327.500000 Penalty: 971.333008 Iteration 11Q: 3 clusters Score -2418328 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34639 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -2418659.500000 Penalty: 971.333008 Iteration 12Q: 3 clusters Score -2418660 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35514 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -2419019.500000 Penalty: 971.333008 Iteration 13Q: 3 clusters Score -2419020 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36330 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -2419351.500000 Penalty: 971.333008 Iteration 14Q: 3 clusters Score -2419352 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37093 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -2419666.000000 Penalty: 971.333008 Iteration 15Q: 3 clusters Score -2419666 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37836 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -2420000.750000 Penalty: 971.333008 Iteration 16Q: 3 clusters Score -2420001 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38539 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -2420317.500000 Penalty: 971.333008 Iteration 17Q: 3 clusters Score -2420318 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39142 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -2420614.250000 Penalty: 971.333008 Iteration 18Q: 3 clusters Score -2420614 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -2420882.250000 Penalty: 971.333008 Iteration 19Q: 3 clusters Score -2420882 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40206 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -2421134.500000 Penalty: 971.333008 Iteration 20F: 3 clusters Score -2421134 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40629 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -2421328.750000 Penalty: 971.333008 Iteration 21Q: 3 clusters Score -2421329 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40996 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -2421515.500000 Penalty: 971.333008 Iteration 22Q: 3 clusters Score -2421516 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41312 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -2421662.750000 Penalty: 971.333008 Iteration 23Q: 3 clusters Score -2421663 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41568 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -2421795.250000 Penalty: 971.333008 Iteration 24Q: 3 clusters Score -2421795 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41780 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -2421907.500000 Penalty: 971.333008 Iteration 25Q: 3 clusters Score -2421908 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41970 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2422004.000000 Penalty: 971.333008 Iteration 26Q: 3 clusters Score -2422004 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42106 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -2422064.750000 Penalty: 971.333008 Iteration 27Q: 3 clusters Score -2422065 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42223 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2422128.750000 Penalty: 971.333008 Iteration 28Q: 3 clusters Score -2422129 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42325 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -2422180.750000 Penalty: 971.333008 Iteration 29Q: 3 clusters Score -2422181 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42411 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -2422210.500000 Penalty: 971.333008 Iteration 30Q: 3 clusters Score -2422210 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42482 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -2422248.000000 Penalty: 971.333008 Iteration 31Q: 3 clusters Score -2422248 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42535 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -2422281.000000 Penalty: 971.333008 Iteration 32Q: 3 clusters Score -2422281 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42570 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -2422300.000000 Penalty: 971.333008 Iteration 33Q: 3 clusters Score -2422300 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42617 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -2422338.750000 Penalty: 971.333008 Iteration 34Q: 3 clusters Score -2422339 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42662 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -2422356.750000 Penalty: 971.333008 Iteration 35Q: 3 clusters Score -2422357 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42686 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2422375.000000 Penalty: 971.333008 Iteration 36Q: 3 clusters Score -2422375 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42710 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -2422380.500000 Penalty: 971.333008 Iteration 37Q: 3 clusters Score -2422380 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42723 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -2422384.250000 Penalty: 971.333008 Iteration 38Q: 3 clusters Score -2422384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42735 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -2422388.000000 Penalty: 971.333008 Iteration 39Q: 3 clusters Score -2422388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42746 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -2422394.000000 Penalty: 971.333008 Iteration 40F: 3 clusters Score -2422394 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42756 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -2422392.250000 Penalty: 971.333008 Iteration 41Q: 3 clusters Score -2422392 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42765 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -2422395.250000 Penalty: 971.333008 Iteration 42Q: 3 clusters Score -2422395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42769 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -2422395.750000 Penalty: 971.333008 Iteration 43Q: 3 clusters Score -2422396 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42775 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -2422398.500000 Penalty: 971.333008 Iteration 44Q: 3 clusters Score -2422398 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42780 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -2422397.250000 Penalty: 971.333008 Iteration 45Q: 3 clusters Score -2422397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42785 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -2422397.250000 Penalty: 971.333008 Iteration 46Q: 3 clusters Score -2422397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42788 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -2422399.750000 Penalty: 971.333008 Iteration 47Q: 3 clusters Score -2422400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42792 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2422399.000000 Penalty: 971.333008 Iteration 48Q: 3 clusters Score -2422399 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42793 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -2422397.000000 Penalty: 971.333008 Iteration 49Q: 3 clusters Score -2422397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42793 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -2422397.000000 Penalty: 971.333008 Iteration 50F: 3 clusters Score -2422397 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Entering Unmasked Estep Score: -130604.960938 Penalty: 356.211975 Iteration 0F: 2 clusters Score -130605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -128818.132812 Penalty: 712.423950 Iteration 0F: 3 clusters Score -128818.1 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -129564.429688 Penalty: 712.423950 Iteration 1F: 3 clusters Score -129564.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -129731.453125 Penalty: 712.423950 Iteration 2F: 3 clusters Score -129731.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -129862.812500 Penalty: 712.423950 Iteration 3F: 3 clusters Score -129862.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -129946.000000 Penalty: 712.423950 Iteration 4F: 3 clusters Score -129946 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -129989.562500 Penalty: 712.423950 Iteration 5Q: 3 clusters Score -129989.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -130021.335938 Penalty: 712.423950 Iteration 6Q: 3 clusters Score -130021.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -130049.062500 Penalty: 712.423950 Iteration 7Q: 3 clusters Score -130049.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -130071.234375 Penalty: 712.423950 Iteration 8Q: 3 clusters Score -130071.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -130087.492188 Penalty: 712.423950 Iteration 9Q: 3 clusters Score -130087.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -130111.953125 Penalty: 712.423950 Iteration 10Q: 3 clusters Score -130112 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -130138.710938 Penalty: 712.423950 Iteration 11Q: 3 clusters Score -130138.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -130159.875000 Penalty: 712.423950 Iteration 12Q: 3 clusters Score -130159.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -130176.781250 Penalty: 712.423950 Iteration 13Q: 3 clusters Score -130176.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -130196.007812 Penalty: 712.423950 Iteration 14Q: 3 clusters Score -130196 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -130221.992188 Penalty: 712.423950 Iteration 15Q: 3 clusters Score -130222 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -130239.609375 Penalty: 712.423950 Iteration 16Q: 3 clusters Score -130239.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -130252.210938 Penalty: 712.423950 Iteration 17Q: 3 clusters Score -130252.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -130278.914062 Penalty: 712.423950 Iteration 18Q: 3 clusters Score -130278.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -130294.054688 Penalty: 712.423950 Iteration 19Q: 3 clusters Score -130294.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -130301.750000 Penalty: 712.423950 Iteration 20F: 3 clusters Score -130301.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -130309.960938 Penalty: 712.423950 Iteration 21Q: 3 clusters Score -130310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -130313.781250 Penalty: 712.423950 Iteration 22Q: 3 clusters Score -130313.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -130316.796875 Penalty: 712.423950 Iteration 23Q: 3 clusters Score -130316.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -130320.171875 Penalty: 712.423950 Iteration 24Q: 3 clusters Score -130320.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -130325.164062 Penalty: 712.423950 Iteration 25Q: 3 clusters Score -130325.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -130329.242188 Penalty: 712.423950 Iteration 26Q: 3 clusters Score -130329.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -130331.742188 Penalty: 712.423950 Iteration 27Q: 3 clusters Score -130331.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -130334.101562 Penalty: 712.423950 Iteration 28Q: 3 clusters Score -130334.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -130335.664062 Penalty: 712.423950 Iteration 29Q: 3 clusters Score -130335.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -130336.554688 Penalty: 712.423950 Iteration 30Q: 3 clusters Score -130336.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -130337.390625 Penalty: 712.423950 Iteration 31Q: 3 clusters Score -130337.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -130337.656250 Penalty: 712.423950 Iteration 32Q: 3 clusters Score -130337.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -130337.656250 Penalty: 712.423950 Iteration 33F: 3 clusters Score -130337.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Entering Unmasked Estep Score: -104605.484375 Penalty: 350.342834 Iteration 0F: 2 clusters Score -104605.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -103043.437500 Penalty: 700.685669 Iteration 0F: 3 clusters Score -103043.4 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -103613.742188 Penalty: 700.685669 Iteration 1F: 3 clusters Score -103613.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -103743.070312 Penalty: 700.685669 Iteration 2F: 3 clusters Score -103743.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -103912.632812 Penalty: 700.685669 Iteration 3F: 3 clusters Score -103912.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -104038.460938 Penalty: 700.685669 Iteration 4F: 3 clusters Score -104038.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -104128.765625 Penalty: 700.685669 Iteration 5F: 3 clusters Score -104128.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -104193.539062 Penalty: 700.685669 Iteration 6Q: 3 clusters Score -104193.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -104246.632812 Penalty: 700.685669 Iteration 7Q: 3 clusters Score -104246.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -104287.156250 Penalty: 700.685669 Iteration 8Q: 3 clusters Score -104287.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -104319.257812 Penalty: 700.685669 Iteration 9Q: 3 clusters Score -104319.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -104343.804688 Penalty: 700.685669 Iteration 10Q: 3 clusters Score -104343.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -104364.031250 Penalty: 700.685669 Iteration 11Q: 3 clusters Score -104364 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -104379.312500 Penalty: 700.685669 Iteration 12Q: 3 clusters Score -104379.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -104388.820312 Penalty: 700.685669 Iteration 13Q: 3 clusters Score -104388.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -104395.718750 Penalty: 700.685669 Iteration 14Q: 3 clusters Score -104395.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -104404.187500 Penalty: 700.685669 Iteration 15Q: 3 clusters Score -104404.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -104408.140625 Penalty: 700.685669 Iteration 16Q: 3 clusters Score -104408.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -104414.062500 Penalty: 700.685669 Iteration 17Q: 3 clusters Score -104414.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -104418.578125 Penalty: 700.685669 Iteration 18Q: 3 clusters Score -104418.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -104423.093750 Penalty: 700.685669 Iteration 19Q: 3 clusters Score -104423.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -104429.296875 Penalty: 700.685669 Iteration 20F: 3 clusters Score -104429.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -104436.609375 Penalty: 700.685669 Iteration 21Q: 3 clusters Score -104436.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -104443.906250 Penalty: 700.685669 Iteration 22Q: 3 clusters Score -104443.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -104453.546875 Penalty: 700.685669 Iteration 23Q: 3 clusters Score -104453.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -104460.875000 Penalty: 700.685669 Iteration 24Q: 3 clusters Score -104460.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -104466.421875 Penalty: 700.685669 Iteration 25Q: 3 clusters Score -104466.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -104471.687500 Penalty: 700.685669 Iteration 26Q: 3 clusters Score -104471.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -104476.390625 Penalty: 700.685669 Iteration 27Q: 3 clusters Score -104476.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -104478.312500 Penalty: 700.685669 Iteration 28Q: 3 clusters Score -104478.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -104481.335938 Penalty: 700.685669 Iteration 29Q: 3 clusters Score -104481.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -104484.257812 Penalty: 700.685669 Iteration 30Q: 3 clusters Score -104484.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -104486.242188 Penalty: 700.685669 Iteration 31Q: 3 clusters Score -104486.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -104486.718750 Penalty: 700.685669 Iteration 32Q: 3 clusters Score -104486.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -104486.718750 Penalty: 700.685669 Iteration 33F: 3 clusters Score -104486.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -1378517.250000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378517 nChanged 12867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 14752 members Entering Unmasked Estep Score: -1386367.375000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1386367 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -1386953.625000 Penalty: 927.301941 Iteration 2Q: 3 clusters Score -1386954 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -1387837.000000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1387837 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 17160 members Entering Unmasked Estep Score: -1389045.750000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1389046 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -1390400.375000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1390400 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 18805 members Entering Unmasked Estep Score: -1391571.375000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1391571 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -1392350.250000 Penalty: 927.301941 Iteration 7Q: 3 clusters Score -1392350 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 19946 members Entering Unmasked Estep Score: -1392834.750000 Penalty: 927.301941 Iteration 8Q: 3 clusters Score -1392835 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -1393169.750000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1393170 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -1393411.750000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1393412 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 21143 members Entering Unmasked Estep Score: -1393640.875000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1393641 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -1393859.000000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1393859 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 21795 members Entering Unmasked Estep Score: -1394041.625000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1394042 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 22077 members Entering Unmasked Estep Score: -1394206.500000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1394206 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -1394376.000000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1394376 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 22582 members Entering Unmasked Estep Score: -1394505.750000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1394506 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 22779 members Entering Unmasked Estep Score: -1394634.125000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1394634 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 22967 members Entering Unmasked Estep Score: -1394764.125000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1394764 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 23158 members Entering Unmasked Estep Score: -1394895.500000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1394896 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 23331 members Entering Unmasked Estep Score: -1395013.875000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1395014 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 23484 members Entering Unmasked Estep Score: -1395089.625000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1395090 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 23634 members Entering Unmasked Estep Score: -1395164.000000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1395164 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 23781 members Entering Unmasked Estep Score: -1395248.875000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1395249 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 23930 members Entering Unmasked Estep Score: -1395326.125000 Penalty: 927.301941 Iteration 24Q: 3 clusters Score -1395326 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -1395394.250000 Penalty: 927.301941 Iteration 25Q: 3 clusters Score -1395394 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 24189 members Entering Unmasked Estep Score: -1395440.125000 Penalty: 927.301941 Iteration 26Q: 3 clusters Score -1395440 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 24322 members Entering Unmasked Estep Score: -1395492.500000 Penalty: 927.301941 Iteration 27Q: 3 clusters Score -1395492 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -1395545.375000 Penalty: 927.301941 Iteration 28Q: 3 clusters Score -1395545 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 24589 members Entering Unmasked Estep Score: -1395587.750000 Penalty: 927.301941 Iteration 29Q: 3 clusters Score -1395588 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 24709 members Entering Unmasked Estep Score: -1395623.875000 Penalty: 927.301941 Iteration 30Q: 3 clusters Score -1395624 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 24820 members Entering Unmasked Estep Score: -1395651.375000 Penalty: 927.301941 Iteration 31Q: 3 clusters Score -1395651 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 24921 members Entering Unmasked Estep Score: -1395684.000000 Penalty: 927.301941 Iteration 32Q: 3 clusters Score -1395684 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 25031 members Entering Unmasked Estep Score: -1395716.500000 Penalty: 927.301941 Iteration 33Q: 3 clusters Score -1395716 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 25129 members Entering Unmasked Estep Score: -1395737.875000 Penalty: 927.301941 Iteration 34Q: 3 clusters Score -1395738 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 25205 members Entering Unmasked Estep Score: -1395757.750000 Penalty: 927.301941 Iteration 35Q: 3 clusters Score -1395758 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 25275 members Entering Unmasked Estep Score: -1395770.125000 Penalty: 927.301941 Iteration 36Q: 3 clusters Score -1395770 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 25320 members Entering Unmasked Estep Score: -1395780.625000 Penalty: 927.301941 Iteration 37Q: 3 clusters Score -1395781 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 25370 members Entering Unmasked Estep Score: -1395789.250000 Penalty: 927.301941 Iteration 38Q: 3 clusters Score -1395789 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 25411 members Entering Unmasked Estep Score: -1395793.875000 Penalty: 927.301941 Iteration 39Q: 3 clusters Score -1395794 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 25447 members Entering Unmasked Estep Score: -1395793.000000 Penalty: 927.301941 Iteration 40F: 3 clusters Score -1395793 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -1395802.125000 Penalty: 927.301941 Iteration 41Q: 3 clusters Score -1395802 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 25525 members Entering Unmasked Estep Score: -1395810.125000 Penalty: 927.301941 Iteration 42Q: 3 clusters Score -1395810 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 25561 members Entering Unmasked Estep Score: -1395816.500000 Penalty: 927.301941 Iteration 43Q: 3 clusters Score -1395816 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 25597 members Entering Unmasked Estep Score: -1395824.500000 Penalty: 927.301941 Iteration 44Q: 3 clusters Score -1395824 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 25644 members Entering Unmasked Estep Score: -1395837.500000 Penalty: 927.301941 Iteration 45Q: 3 clusters Score -1395838 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 25682 members Entering Unmasked Estep Score: -1395845.750000 Penalty: 927.301941 Iteration 46Q: 3 clusters Score -1395846 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 25717 members Entering Unmasked Estep Score: -1395852.375000 Penalty: 927.301941 Iteration 47Q: 3 clusters Score -1395852 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 25750 members Entering Unmasked Estep Score: -1395862.625000 Penalty: 927.301941 Iteration 48Q: 3 clusters Score -1395863 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 25784 members Entering Unmasked Estep Score: -1395873.625000 Penalty: 927.301941 Iteration 49Q: 3 clusters Score -1395874 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 25804 members Entering Unmasked Estep Score: -1395877.250000 Penalty: 927.301941 Iteration 50Q: 3 clusters Score -1395877 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 25819 members Entering Unmasked Estep Score: -1395881.000000 Penalty: 927.301941 Iteration 51Q: 3 clusters Score -1395881 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 25834 members Entering Unmasked Estep Score: -1395885.500000 Penalty: 927.301941 Iteration 52Q: 3 clusters Score -1395886 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 25848 members Entering Unmasked Estep Score: -1395887.125000 Penalty: 927.301941 Iteration 53Q: 3 clusters Score -1395887 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 25865 members Entering Unmasked Estep Score: -1395891.875000 Penalty: 927.301941 Iteration 54Q: 3 clusters Score -1395892 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 25878 members Entering Unmasked Estep Score: -1395897.000000 Penalty: 927.301941 Iteration 55Q: 3 clusters Score -1395897 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 25895 members Entering Unmasked Estep Score: -1395898.000000 Penalty: 927.301941 Iteration 56Q: 3 clusters Score -1395898 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 25917 members Entering Unmasked Estep Score: -1395905.875000 Penalty: 927.301941 Iteration 57Q: 3 clusters Score -1395906 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 25937 members Entering Unmasked Estep Score: -1395913.125000 Penalty: 927.301941 Iteration 58Q: 3 clusters Score -1395913 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 25952 members Entering Unmasked Estep Score: -1395918.750000 Penalty: 927.301941 Iteration 59Q: 3 clusters Score -1395919 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 25963 members Entering Unmasked Estep Score: -1395920.875000 Penalty: 927.301941 Iteration 60F: 3 clusters Score -1395921 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 25968 members Entering Unmasked Estep Score: -1395920.875000 Penalty: 927.301941 Iteration 61Q: 3 clusters Score -1395921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 25975 members Entering Unmasked Estep Score: -1395921.000000 Penalty: 927.301941 Iteration 62Q: 3 clusters Score -1395921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 25980 members Entering Unmasked Estep Score: -1395921.750000 Penalty: 927.301941 Iteration 63Q: 3 clusters Score -1395922 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -1395922.625000 Penalty: 927.301941 Iteration 64Q: 3 clusters Score -1395923 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 25994 members Entering Unmasked Estep Score: -1395923.750000 Penalty: 927.301941 Iteration 65Q: 3 clusters Score -1395924 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 26001 members Entering Unmasked Estep Score: -1395926.250000 Penalty: 927.301941 Iteration 66Q: 3 clusters Score -1395926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 26007 members Entering Unmasked Estep Score: -1395927.750000 Penalty: 927.301941 Iteration 67Q: 3 clusters Score -1395928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 26012 members Entering Unmasked Estep Score: -1395928.000000 Penalty: 927.301941 Iteration 68Q: 3 clusters Score -1395928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -1395926.500000 Penalty: 927.301941 Iteration 69Q: 3 clusters Score -1395926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -1395927.875000 Penalty: 927.301941 Iteration 70Q: 3 clusters Score -1395928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 26018 members Entering Unmasked Estep Score: -1395927.375000 Penalty: 927.301941 Iteration 71Q: 3 clusters Score -1395927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 26023 members Entering Unmasked Estep Score: -1395929.500000 Penalty: 927.301941 Iteration 72Q: 3 clusters Score -1395930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 26029 members Entering Unmasked Estep Score: -1395931.125000 Penalty: 927.301941 Iteration 73Q: 3 clusters Score -1395931 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 26032 members Entering Unmasked Estep Score: -1395929.875000 Penalty: 927.301941 Iteration 74Q: 3 clusters Score -1395930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 26037 members Entering Unmasked Estep Score: -1395931.750000 Penalty: 927.301941 Iteration 75Q: 3 clusters Score -1395932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 26042 members Entering Unmasked Estep Score: -1395932.500000 Penalty: 927.301941 Iteration 76Q: 3 clusters Score -1395932 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 26049 members Entering Unmasked Estep Score: -1395934.500000 Penalty: 927.301941 Iteration 77Q: 3 clusters Score -1395934 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 26057 members Entering Unmasked Estep Score: -1395937.625000 Penalty: 927.301941 Iteration 78Q: 3 clusters Score -1395938 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -1395941.375000 Penalty: 927.301941 Iteration 79Q: 3 clusters Score -1395941 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 26088 members Entering Unmasked Estep Score: -1395948.500000 Penalty: 927.301941 Iteration 80F: 3 clusters Score -1395948 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 26101 members Entering Unmasked Estep Score: -1395952.375000 Penalty: 927.301941 Iteration 81Q: 3 clusters Score -1395952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 26113 members Entering Unmasked Estep Score: -1395954.625000 Penalty: 927.301941 Iteration 82Q: 3 clusters Score -1395955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 26118 members Entering Unmasked Estep Score: -1395956.000000 Penalty: 927.301941 Iteration 83Q: 3 clusters Score -1395956 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 26121 members Entering Unmasked Estep Score: -1395959.125000 Penalty: 927.301941 Iteration 84Q: 3 clusters Score -1395959 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 26126 members Entering Unmasked Estep Score: -1395959.500000 Penalty: 927.301941 Iteration 85Q: 3 clusters Score -1395960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 26129 members Entering Unmasked Estep Score: -1395958.000000 Penalty: 927.301941 Iteration 86Q: 3 clusters Score -1395958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 26130 members Entering Unmasked Estep Score: -1395958.625000 Penalty: 927.301941 Iteration 87Q: 3 clusters Score -1395959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 26132 members Entering Unmasked Estep Score: -1395959.875000 Penalty: 927.301941 Iteration 88Q: 3 clusters Score -1395960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -1395960.375000 Penalty: 927.301941 Iteration 89Q: 3 clusters Score -1395960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -1395962.250000 Penalty: 927.301941 Iteration 90Q: 3 clusters Score -1395962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 26142 members Entering Unmasked Estep Score: -1395961.625000 Penalty: 927.301941 Iteration 91Q: 3 clusters Score -1395962 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 26147 members Entering Unmasked Estep Score: -1395964.125000 Penalty: 927.301941 Iteration 92Q: 3 clusters Score -1395964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 26153 members Entering Unmasked Estep Score: -1395965.500000 Penalty: 927.301941 Iteration 93Q: 3 clusters Score -1395966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 26156 members Entering Unmasked Estep Score: -1395966.500000 Penalty: 927.301941 Iteration 94Q: 3 clusters Score -1395966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 26156 members Entering Unmasked Estep Score: -1395968.375000 Penalty: 927.301941 Iteration 95Q: 3 clusters Score -1395968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 26157 members Entering Unmasked Estep Score: -1395966.875000 Penalty: 927.301941 Iteration 96Q: 3 clusters Score -1395967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 26158 members Entering Unmasked Estep Score: -1395967.500000 Penalty: 927.301941 Iteration 97Q: 3 clusters Score -1395968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 26159 members Entering Unmasked Estep Score: -1395967.500000 Penalty: 927.301941 Iteration 98Q: 3 clusters Score -1395968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 26160 members Entering Unmasked Estep Score: -1395966.875000 Penalty: 927.301941 Iteration 99Q: 3 clusters Score -1395967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 26161 members Entering Unmasked Estep Score: -1395966.250000 Penalty: 927.301941 Iteration 100F: 3 clusters Score -1395966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 26162 members Entering Unmasked Estep Score: -1395968.000000 Penalty: 927.301941 Iteration 101Q: 3 clusters Score -1395968 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 26162 members Entering Unmasked Estep Score: -1395968.000000 Penalty: 927.301941 Iteration 102F: 3 clusters Score -1395968 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Entering Unmasked Estep Score: -115557.453125 Penalty: 350.875458 Iteration 0F: 2 clusters Score -115557.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -114005.593750 Penalty: 701.750916 Iteration 0F: 3 clusters Score -114005.6 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -114630.921875 Penalty: 701.750916 Iteration 1F: 3 clusters Score -114630.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -114764.054688 Penalty: 701.750916 Iteration 2F: 3 clusters Score -114764.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -114863.687500 Penalty: 701.750916 Iteration 3F: 3 clusters Score -114863.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -114955.468750 Penalty: 701.750916 Iteration 4F: 3 clusters Score -114955.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -115054.875000 Penalty: 701.750916 Iteration 5F: 3 clusters Score -115054.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -115169.648438 Penalty: 701.750916 Iteration 6F: 3 clusters Score -115169.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -115230.312500 Penalty: 701.750916 Iteration 7Q: 3 clusters Score -115230.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -115257.976562 Penalty: 701.750916 Iteration 8Q: 3 clusters Score -115258 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -115274.125000 Penalty: 701.750916 Iteration 9Q: 3 clusters Score -115274.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -115288.921875 Penalty: 701.750916 Iteration 10Q: 3 clusters Score -115288.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -115304.351562 Penalty: 701.750916 Iteration 11Q: 3 clusters Score -115304.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -115314.781250 Penalty: 701.750916 Iteration 12Q: 3 clusters Score -115314.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -115319.937500 Penalty: 701.750916 Iteration 13Q: 3 clusters Score -115319.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -115326.156250 Penalty: 701.750916 Iteration 14Q: 3 clusters Score -115326.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -115328.281250 Penalty: 701.750916 Iteration 15Q: 3 clusters Score -115328.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -115329.289062 Penalty: 701.750916 Iteration 16Q: 3 clusters Score -115329.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -115329.257812 Penalty: 701.750916 Iteration 17Q: 3 clusters Score -115329.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -115329.257812 Penalty: 701.750916 Iteration 18F: 3 clusters Score -115329.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 10698 members Entering Unmasked Estep Score: -1119090.750000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1119091 nChanged 10225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -1125528.125000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1125528 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -1126226.125000 Penalty: 907.459290 Iteration 2F: 3 clusters Score -1126226 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -1127166.375000 Penalty: 907.459290 Iteration 3F: 3 clusters Score -1127166 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1128233.750000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1128234 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -1129057.500000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1129058 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -1129401.750000 Penalty: 907.459290 Iteration 6Q: 3 clusters Score -1129402 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -1129496.875000 Penalty: 907.459290 Iteration 7Q: 3 clusters Score -1129497 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -1129520.625000 Penalty: 907.459290 Iteration 8Q: 3 clusters Score -1129521 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -1129534.750000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1129535 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -1129544.875000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1129545 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -1129551.375000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1129551 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -1129558.750000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1129559 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -1129568.250000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1129568 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -1129580.125000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1129580 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -1129594.125000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1129594 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -1129602.375000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1129602 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -1129616.000000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1129616 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -1129632.250000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1129632 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -1129659.000000 Penalty: 907.459290 Iteration 19Q: 3 clusters Score -1129659 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1129681.750000 Penalty: 907.459290 Iteration 20F: 3 clusters Score -1129682 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -1129708.000000 Penalty: 907.459290 Iteration 21Q: 3 clusters Score -1129708 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -1129730.125000 Penalty: 907.459290 Iteration 22Q: 3 clusters Score -1129730 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -1129751.125000 Penalty: 907.459290 Iteration 23Q: 3 clusters Score -1129751 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -1129779.000000 Penalty: 907.459290 Iteration 24Q: 3 clusters Score -1129779 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -1129808.125000 Penalty: 907.459290 Iteration 25Q: 3 clusters Score -1129808 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -1129839.000000 Penalty: 907.459290 Iteration 26Q: 3 clusters Score -1129839 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1129870.500000 Penalty: 907.459290 Iteration 27Q: 3 clusters Score -1129870 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 13561 members Entering Unmasked Estep Score: -1129908.625000 Penalty: 907.459290 Iteration 28Q: 3 clusters Score -1129909 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -1129937.750000 Penalty: 907.459290 Iteration 29Q: 3 clusters Score -1129938 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -1129977.000000 Penalty: 907.459290 Iteration 30Q: 3 clusters Score -1129977 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -1130025.250000 Penalty: 907.459290 Iteration 31Q: 3 clusters Score -1130025 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -1130058.250000 Penalty: 907.459290 Iteration 32Q: 3 clusters Score -1130058 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 14647 members Entering Unmasked Estep Score: -1130101.250000 Penalty: 907.459290 Iteration 33Q: 3 clusters Score -1130101 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -1130150.000000 Penalty: 907.459290 Iteration 34Q: 3 clusters Score -1130150 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -1130229.125000 Penalty: 907.459290 Iteration 35Q: 3 clusters Score -1130229 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 15480 members Entering Unmasked Estep Score: -1130296.250000 Penalty: 907.459290 Iteration 36Q: 3 clusters Score -1130296 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 15786 members Entering Unmasked Estep Score: -1130368.625000 Penalty: 907.459290 Iteration 37Q: 3 clusters Score -1130369 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 16089 members Entering Unmasked Estep Score: -1130446.625000 Penalty: 907.459290 Iteration 38Q: 3 clusters Score -1130447 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -1130547.750000 Penalty: 907.459290 Iteration 39Q: 3 clusters Score -1130548 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1130673.125000 Penalty: 907.459290 Iteration 40F: 3 clusters Score -1130673 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 17159 members Entering Unmasked Estep Score: -1130817.875000 Penalty: 907.459290 Iteration 41Q: 3 clusters Score -1130818 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 17558 members Entering Unmasked Estep Score: -1130993.750000 Penalty: 907.459290 Iteration 42Q: 3 clusters Score -1130994 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -1131160.625000 Penalty: 907.459290 Iteration 43Q: 3 clusters Score -1131161 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 18361 members Entering Unmasked Estep Score: -1131343.000000 Penalty: 907.459290 Iteration 44Q: 3 clusters Score -1131343 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 18759 members Entering Unmasked Estep Score: -1131527.250000 Penalty: 907.459290 Iteration 45Q: 3 clusters Score -1131527 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -1131709.875000 Penalty: 907.459290 Iteration 46Q: 3 clusters Score -1131710 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 19457 members Entering Unmasked Estep Score: -1131872.250000 Penalty: 907.459290 Iteration 47Q: 3 clusters Score -1131872 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 19784 members Entering Unmasked Estep Score: -1132052.250000 Penalty: 907.459290 Iteration 48Q: 3 clusters Score -1132052 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 20083 members Entering Unmasked Estep Score: -1132217.500000 Penalty: 907.459290 Iteration 49Q: 3 clusters Score -1132218 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 20334 members Entering Unmasked Estep Score: -1132377.125000 Penalty: 907.459290 Iteration 50Q: 3 clusters Score -1132377 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -1132493.375000 Penalty: 907.459290 Iteration 51Q: 3 clusters Score -1132493 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 20691 members Entering Unmasked Estep Score: -1132581.125000 Penalty: 907.459290 Iteration 52Q: 3 clusters Score -1132581 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 20818 members Entering Unmasked Estep Score: -1132649.875000 Penalty: 907.459290 Iteration 53Q: 3 clusters Score -1132650 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 20908 members Entering Unmasked Estep Score: -1132690.875000 Penalty: 907.459290 Iteration 54Q: 3 clusters Score -1132691 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -1132729.750000 Penalty: 907.459290 Iteration 55Q: 3 clusters Score -1132730 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 21053 members Entering Unmasked Estep Score: -1132771.000000 Penalty: 907.459290 Iteration 56Q: 3 clusters Score -1132771 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 21104 members Entering Unmasked Estep Score: -1132806.125000 Penalty: 907.459290 Iteration 57Q: 3 clusters Score -1132806 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 21145 members Entering Unmasked Estep Score: -1132829.500000 Penalty: 907.459290 Iteration 58Q: 3 clusters Score -1132830 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 21181 members Entering Unmasked Estep Score: -1132852.250000 Penalty: 907.459290 Iteration 59Q: 3 clusters Score -1132852 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 21209 members Entering Unmasked Estep Score: -1132867.250000 Penalty: 907.459290 Iteration 60F: 3 clusters Score -1132867 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 21228 members Entering Unmasked Estep Score: -1132877.250000 Penalty: 907.459290 Iteration 61Q: 3 clusters Score -1132877 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -1132883.750000 Penalty: 907.459290 Iteration 62Q: 3 clusters Score -1132884 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 21256 members Entering Unmasked Estep Score: -1132900.875000 Penalty: 907.459290 Iteration 63Q: 3 clusters Score -1132901 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 21268 members Entering Unmasked Estep Score: -1132925.000000 Penalty: 907.459290 Iteration 64Q: 3 clusters Score -1132925 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -1132945.000000 Penalty: 907.459290 Iteration 65Q: 3 clusters Score -1132945 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -1132951.750000 Penalty: 907.459290 Iteration 66Q: 3 clusters Score -1132952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 21281 members Entering Unmasked Estep Score: -1132953.250000 Penalty: 907.459290 Iteration 67Q: 3 clusters Score -1132953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 21284 members Entering Unmasked Estep Score: -1132956.250000 Penalty: 907.459290 Iteration 68Q: 3 clusters Score -1132956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 21291 members Entering Unmasked Estep Score: -1132962.875000 Penalty: 907.459290 Iteration 69Q: 3 clusters Score -1132963 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -1132973.125000 Penalty: 907.459290 Iteration 70Q: 3 clusters Score -1132973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -1132976.500000 Penalty: 907.459290 Iteration 71Q: 3 clusters Score -1132976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -1132977.625000 Penalty: 907.459290 Iteration 72Q: 3 clusters Score -1132978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 21300 members Entering Unmasked Estep Score: -1132978.875000 Penalty: 907.459290 Iteration 73Q: 3 clusters Score -1132979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -1132979.500000 Penalty: 907.459290 Iteration 74Q: 3 clusters Score -1132980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 21303 members Entering Unmasked Estep Score: -1132979.500000 Penalty: 907.459290 Iteration 75Q: 3 clusters Score -1132980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -1132979.250000 Penalty: 907.459290 Iteration 76Q: 3 clusters Score -1132979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -1132979.250000 Penalty: 907.459290 Iteration 77F: 3 clusters Score -1132979 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (117360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117360 members Entering Unmasked Estep Score: -6376373.500000 Penalty: 531.121582 Iteration 0F: 2 clusters Score -6376374 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58555 members Mstep: Class 2 contains 58805 members Entering Unmasked Estep Score: -6297065.000000 Penalty: 1062.243164 Iteration 0F: 3 clusters Score -6297065 nChanged 57143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53926 members Mstep: Class 2 contains 63434 members Entering Unmasked Estep Score: -6332449.000000 Penalty: 1062.243164 Iteration 1F: 3 clusters Score -6332449 nChanged 5678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50564 members Mstep: Class 2 contains 66796 members Entering Unmasked Estep Score: -6334990.500000 Penalty: 1062.243164 Iteration 2Q: 3 clusters Score -6334990 nChanged 6825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45883 members Mstep: Class 2 contains 71477 members Entering Unmasked Estep Score: -6338971.000000 Penalty: 1062.243164 Iteration 3F: 3 clusters Score -6338971 nChanged 8092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40015 members Mstep: Class 2 contains 77345 members Entering Unmasked Estep Score: -6344479.500000 Penalty: 1062.243164 Iteration 4F: 3 clusters Score -6344480 nChanged 8349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33828 members Mstep: Class 2 contains 83532 members Entering Unmasked Estep Score: -6350964.000000 Penalty: 1062.243164 Iteration 5F: 3 clusters Score -6350964 nChanged 7323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28439 members Mstep: Class 2 contains 88921 members Entering Unmasked Estep Score: -6357057.000000 Penalty: 1062.243164 Iteration 6F: 3 clusters Score -6357057 nChanged 5685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24496 members Mstep: Class 2 contains 92864 members Entering Unmasked Estep Score: -6361502.000000 Penalty: 1062.243164 Iteration 7Q: 3 clusters Score -6361502 nChanged 4006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21778 members Mstep: Class 2 contains 95582 members Entering Unmasked Estep Score: -6364195.000000 Penalty: 1062.243164 Iteration 8Q: 3 clusters Score -6364195 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19462 members Mstep: Class 2 contains 97898 members Entering Unmasked Estep Score: -6366009.000000 Penalty: 1062.243164 Iteration 9Q: 3 clusters Score -6366009 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17393 members Mstep: Class 2 contains 99967 members Entering Unmasked Estep Score: -6367446.500000 Penalty: 1062.243164 Iteration 10Q: 3 clusters Score -6367446 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 101844 members Entering Unmasked Estep Score: -6368752.000000 Penalty: 1062.243164 Iteration 11Q: 3 clusters Score -6368752 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13848 members Mstep: Class 2 contains 103512 members Entering Unmasked Estep Score: -6369871.500000 Penalty: 1062.243164 Iteration 12Q: 3 clusters Score -6369872 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 104964 members Entering Unmasked Estep Score: -6370829.500000 Penalty: 1062.243164 Iteration 13Q: 3 clusters Score -6370830 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 106258 members Entering Unmasked Estep Score: -6371672.000000 Penalty: 1062.243164 Iteration 14Q: 3 clusters Score -6371672 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 107400 members Entering Unmasked Estep Score: -6372376.000000 Penalty: 1062.243164 Iteration 15Q: 3 clusters Score -6372376 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 108397 members Entering Unmasked Estep Score: -6372909.000000 Penalty: 1062.243164 Iteration 16Q: 3 clusters Score -6372909 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 109287 members Entering Unmasked Estep Score: -6373339.000000 Penalty: 1062.243164 Iteration 17Q: 3 clusters Score -6373339 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 110046 members Entering Unmasked Estep Score: -6373715.000000 Penalty: 1062.243164 Iteration 18Q: 3 clusters Score -6373715 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 110738 members Entering Unmasked Estep Score: -6373978.500000 Penalty: 1062.243164 Iteration 19Q: 3 clusters Score -6373978 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 111334 members Entering Unmasked Estep Score: -6374257.500000 Penalty: 1062.243164 Iteration 20F: 3 clusters Score -6374258 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 111878 members Entering Unmasked Estep Score: -6374464.000000 Penalty: 1062.243164 Iteration 21Q: 3 clusters Score -6374464 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 112380 members Entering Unmasked Estep Score: -6374658.500000 Penalty: 1062.243164 Iteration 22Q: 3 clusters Score -6374658 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 112810 members Entering Unmasked Estep Score: -6374827.500000 Penalty: 1062.243164 Iteration 23Q: 3 clusters Score -6374828 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 113194 members Entering Unmasked Estep Score: -6374969.000000 Penalty: 1062.243164 Iteration 24Q: 3 clusters Score -6374969 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 113556 members Entering Unmasked Estep Score: -6375029.500000 Penalty: 1062.243164 Iteration 25Q: 3 clusters Score -6375030 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 113871 members Entering Unmasked Estep Score: -6375139.000000 Penalty: 1062.243164 Iteration 26Q: 3 clusters Score -6375139 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 114145 members Entering Unmasked Estep Score: -6375229.000000 Penalty: 1062.243164 Iteration 27Q: 3 clusters Score -6375229 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 114401 members Entering Unmasked Estep Score: -6375314.000000 Penalty: 1062.243164 Iteration 28Q: 3 clusters Score -6375314 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 114637 members Entering Unmasked Estep Score: -6375403.500000 Penalty: 1062.243164 Iteration 29Q: 3 clusters Score -6375404 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 114872 members Entering Unmasked Estep Score: -6375461.500000 Penalty: 1062.243164 Iteration 30Q: 3 clusters Score -6375462 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 115073 members Entering Unmasked Estep Score: -6375508.000000 Penalty: 1062.243164 Iteration 31Q: 3 clusters Score -6375508 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 115269 members Entering Unmasked Estep Score: -6375568.500000 Penalty: 1062.243164 Iteration 32Q: 3 clusters Score -6375568 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 115420 members Entering Unmasked Estep Score: -6375608.000000 Penalty: 1062.243164 Iteration 33Q: 3 clusters Score -6375608 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 115576 members Entering Unmasked Estep Score: -6375652.000000 Penalty: 1062.243164 Iteration 34Q: 3 clusters Score -6375652 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 115714 members Entering Unmasked Estep Score: -6375686.500000 Penalty: 1062.243164 Iteration 35Q: 3 clusters Score -6375686 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 115831 members Entering Unmasked Estep Score: -6375718.000000 Penalty: 1062.243164 Iteration 36Q: 3 clusters Score -6375718 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 115934 members Entering Unmasked Estep Score: -6375774.500000 Penalty: 1062.243164 Iteration 37Q: 3 clusters Score -6375774 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 116019 members Entering Unmasked Estep Score: -6375791.500000 Penalty: 1062.243164 Iteration 38Q: 3 clusters Score -6375792 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 116099 members Entering Unmasked Estep Score: -6375826.500000 Penalty: 1062.243164 Iteration 39Q: 3 clusters Score -6375826 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 116180 members Entering Unmasked Estep Score: -6375846.500000 Penalty: 1062.243164 Iteration 40F: 3 clusters Score -6375846 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 116246 members Entering Unmasked Estep Score: -6375845.000000 Penalty: 1062.243164 Iteration 41Q: 3 clusters Score -6375845 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 116313 members Entering Unmasked Estep Score: -6375873.500000 Penalty: 1062.243164 Iteration 42Q: 3 clusters Score -6375874 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 116368 members Entering Unmasked Estep Score: -6375882.000000 Penalty: 1062.243164 Iteration 43Q: 3 clusters Score -6375882 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 116411 members Entering Unmasked Estep Score: -6375891.500000 Penalty: 1062.243164 Iteration 44Q: 3 clusters Score -6375892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 116448 members Entering Unmasked Estep Score: -6375904.500000 Penalty: 1062.243164 Iteration 45Q: 3 clusters Score -6375904 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 116480 members Entering Unmasked Estep Score: -6375907.000000 Penalty: 1062.243164 Iteration 46Q: 3 clusters Score -6375907 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 116512 members Entering Unmasked Estep Score: -6375917.500000 Penalty: 1062.243164 Iteration 47Q: 3 clusters Score -6375918 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 116535 members Entering Unmasked Estep Score: -6375928.500000 Penalty: 1062.243164 Iteration 48Q: 3 clusters Score -6375928 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 116555 members Entering Unmasked Estep Score: -6375928.500000 Penalty: 1062.243164 Iteration 49Q: 3 clusters Score -6375928 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 116573 members Entering Unmasked Estep Score: -6375928.500000 Penalty: 1062.243164 Iteration 50Q: 3 clusters Score -6375928 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 116590 members Entering Unmasked Estep Score: -6375931.000000 Penalty: 1062.243164 Iteration 51Q: 3 clusters Score -6375931 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 116606 members Entering Unmasked Estep Score: -6375938.500000 Penalty: 1062.243164 Iteration 52Q: 3 clusters Score -6375938 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 116623 members Entering Unmasked Estep Score: -6375937.500000 Penalty: 1062.243164 Iteration 53Q: 3 clusters Score -6375938 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 116630 members Entering Unmasked Estep Score: -6375940.000000 Penalty: 1062.243164 Iteration 54Q: 3 clusters Score -6375940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 116635 members Entering Unmasked Estep Score: -6375942.500000 Penalty: 1062.243164 Iteration 55Q: 3 clusters Score -6375942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 116640 members Entering Unmasked Estep Score: -6375943.000000 Penalty: 1062.243164 Iteration 56Q: 3 clusters Score -6375943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 116643 members Entering Unmasked Estep Score: -6375946.500000 Penalty: 1062.243164 Iteration 57Q: 3 clusters Score -6375946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 116651 members Entering Unmasked Estep Score: -6375949.000000 Penalty: 1062.243164 Iteration 58Q: 3 clusters Score -6375949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 116658 members Entering Unmasked Estep Score: -6375950.500000 Penalty: 1062.243164 Iteration 59Q: 3 clusters Score -6375950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 116667 members Entering Unmasked Estep Score: -6375950.000000 Penalty: 1062.243164 Iteration 60F: 3 clusters Score -6375950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 116678 members Entering Unmasked Estep Score: -6375946.000000 Penalty: 1062.243164 Iteration 61Q: 3 clusters Score -6375946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 116683 members Entering Unmasked Estep Score: -6375946.500000 Penalty: 1062.243164 Iteration 62Q: 3 clusters Score -6375946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 116693 members Entering Unmasked Estep Score: -6375952.000000 Penalty: 1062.243164 Iteration 63Q: 3 clusters Score -6375952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 116698 members Entering Unmasked Estep Score: -6375957.000000 Penalty: 1062.243164 Iteration 64Q: 3 clusters Score -6375957 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 116702 members Entering Unmasked Estep Score: -6375965.500000 Penalty: 1062.243164 Iteration 65Q: 3 clusters Score -6375966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 116712 members Entering Unmasked Estep Score: -6375972.000000 Penalty: 1062.243164 Iteration 66Q: 3 clusters Score -6375972 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 116719 members Entering Unmasked Estep Score: -6375972.000000 Penalty: 1062.243164 Iteration 67Q: 3 clusters Score -6375972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 116726 members Entering Unmasked Estep Score: -6375977.000000 Penalty: 1062.243164 Iteration 68Q: 3 clusters Score -6375977 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 116731 members Entering Unmasked Estep Score: -6375972.000000 Penalty: 1062.243164 Iteration 69Q: 3 clusters Score -6375972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6375975.500000 Penalty: 1062.243164 Iteration 70Q: 3 clusters Score -6375976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6375976.500000 Penalty: 1062.243164 Iteration 71Q: 3 clusters Score -6375976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 116743 members Entering Unmasked Estep Score: -6375978.000000 Penalty: 1062.243164 Iteration 72Q: 3 clusters Score -6375978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6375975.000000 Penalty: 1062.243164 Iteration 73Q: 3 clusters Score -6375975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 116741 members Entering Unmasked Estep Score: -6375976.500000 Penalty: 1062.243164 Iteration 74Q: 3 clusters Score -6375976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6375978.500000 Penalty: 1062.243164 Iteration 75Q: 3 clusters Score -6375978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 116743 members Entering Unmasked Estep Score: -6375979.000000 Penalty: 1062.243164 Iteration 76Q: 3 clusters Score -6375979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 116743 members Entering Unmasked Estep Score: -6375979.000000 Penalty: 1062.243164 Iteration 77F: 3 clusters Score -6375979 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Entering Unmasked Estep Score: -129919.992188 Penalty: 350.956879 Iteration 0F: 2 clusters Score -129920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -128321.578125 Penalty: 701.913757 Iteration 0F: 3 clusters Score -128321.6 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -128872.835938 Penalty: 701.913757 Iteration 1F: 3 clusters Score -128872.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -128958.070312 Penalty: 701.913757 Iteration 2F: 3 clusters Score -128958.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -129023.031250 Penalty: 701.913757 Iteration 3F: 3 clusters Score -129023 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -129091.523438 Penalty: 701.913757 Iteration 4Q: 3 clusters Score -129091.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -129157.382812 Penalty: 701.913757 Iteration 5Q: 3 clusters Score -129157.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -129212.976562 Penalty: 701.913757 Iteration 6Q: 3 clusters Score -129213 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -129277.218750 Penalty: 701.913757 Iteration 7Q: 3 clusters Score -129277.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -129322.703125 Penalty: 701.913757 Iteration 8Q: 3 clusters Score -129322.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -129352.140625 Penalty: 701.913757 Iteration 9Q: 3 clusters Score -129352.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -129365.328125 Penalty: 701.913757 Iteration 10Q: 3 clusters Score -129365.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -129376.390625 Penalty: 701.913757 Iteration 11Q: 3 clusters Score -129376.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -129386.351562 Penalty: 701.913757 Iteration 12Q: 3 clusters Score -129386.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -129394.921875 Penalty: 701.913757 Iteration 13Q: 3 clusters Score -129394.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -129402.742188 Penalty: 701.913757 Iteration 14Q: 3 clusters Score -129402.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -129410.929688 Penalty: 701.913757 Iteration 15Q: 3 clusters Score -129410.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -129421.937500 Penalty: 701.913757 Iteration 16Q: 3 clusters Score -129421.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -129431.382812 Penalty: 701.913757 Iteration 17Q: 3 clusters Score -129431.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -129445.242188 Penalty: 701.913757 Iteration 18Q: 3 clusters Score -129445.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -129467.890625 Penalty: 701.913757 Iteration 19Q: 3 clusters Score -129467.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -129484.195312 Penalty: 701.913757 Iteration 20F: 3 clusters Score -129484.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -129498.257812 Penalty: 701.913757 Iteration 21Q: 3 clusters Score -129498.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -129513.406250 Penalty: 701.913757 Iteration 22Q: 3 clusters Score -129513.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -129524.796875 Penalty: 701.913757 Iteration 23Q: 3 clusters Score -129524.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -129533.429688 Penalty: 701.913757 Iteration 24Q: 3 clusters Score -129533.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -129546.703125 Penalty: 701.913757 Iteration 25Q: 3 clusters Score -129546.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -129559.203125 Penalty: 701.913757 Iteration 26Q: 3 clusters Score -129559.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -129567.578125 Penalty: 701.913757 Iteration 27Q: 3 clusters Score -129567.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -129576.875000 Penalty: 701.913757 Iteration 28Q: 3 clusters Score -129576.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -129585.671875 Penalty: 701.913757 Iteration 29Q: 3 clusters Score -129585.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -129596.671875 Penalty: 701.913757 Iteration 30Q: 3 clusters Score -129596.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -129606.398438 Penalty: 701.913757 Iteration 31Q: 3 clusters Score -129606.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -129612.085938 Penalty: 701.913757 Iteration 32Q: 3 clusters Score -129612.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -129616.312500 Penalty: 701.913757 Iteration 33Q: 3 clusters Score -129616.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -129620.570312 Penalty: 701.913757 Iteration 34Q: 3 clusters Score -129620.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -129624.109375 Penalty: 701.913757 Iteration 35Q: 3 clusters Score -129624.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -129628.937500 Penalty: 701.913757 Iteration 36Q: 3 clusters Score -129628.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -129633.453125 Penalty: 701.913757 Iteration 37Q: 3 clusters Score -129633.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -129638.187500 Penalty: 701.913757 Iteration 38Q: 3 clusters Score -129638.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -129641.843750 Penalty: 701.913757 Iteration 39Q: 3 clusters Score -129641.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -129645.929688 Penalty: 701.913757 Iteration 40F: 3 clusters Score -129645.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -129649.710938 Penalty: 701.913757 Iteration 41Q: 3 clusters Score -129649.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -129652.265625 Penalty: 701.913757 Iteration 42Q: 3 clusters Score -129652.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -129655.109375 Penalty: 701.913757 Iteration 43Q: 3 clusters Score -129655.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -129658.687500 Penalty: 701.913757 Iteration 44Q: 3 clusters Score -129658.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -129661.414062 Penalty: 701.913757 Iteration 45Q: 3 clusters Score -129661.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -129664.500000 Penalty: 701.913757 Iteration 46Q: 3 clusters Score -129664.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -129670.445312 Penalty: 701.913757 Iteration 47Q: 3 clusters Score -129670.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -129674.250000 Penalty: 701.913757 Iteration 48Q: 3 clusters Score -129674.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -129677.773438 Penalty: 701.913757 Iteration 49Q: 3 clusters Score -129677.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -129679.445312 Penalty: 701.913757 Iteration 50Q: 3 clusters Score -129679.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -129681.023438 Penalty: 701.913757 Iteration 51Q: 3 clusters Score -129681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -129683.414062 Penalty: 701.913757 Iteration 52Q: 3 clusters Score -129683.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -129685.273438 Penalty: 701.913757 Iteration 53Q: 3 clusters Score -129685.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -129686.750000 Penalty: 701.913757 Iteration 54Q: 3 clusters Score -129686.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -129688.007812 Penalty: 701.913757 Iteration 55Q: 3 clusters Score -129688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -129689.804688 Penalty: 701.913757 Iteration 56Q: 3 clusters Score -129689.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -129691.218750 Penalty: 701.913757 Iteration 57Q: 3 clusters Score -129691.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -129693.507812 Penalty: 701.913757 Iteration 58Q: 3 clusters Score -129693.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -129696.679688 Penalty: 701.913757 Iteration 59Q: 3 clusters Score -129696.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -129700.359375 Penalty: 701.913757 Iteration 60F: 3 clusters Score -129700.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -129704.890625 Penalty: 701.913757 Iteration 61Q: 3 clusters Score -129704.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -129710.101562 Penalty: 701.913757 Iteration 62Q: 3 clusters Score -129710.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -129712.734375 Penalty: 701.913757 Iteration 63Q: 3 clusters Score -129712.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -129713.773438 Penalty: 701.913757 Iteration 64Q: 3 clusters Score -129713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -129714.851562 Penalty: 701.913757 Iteration 65Q: 3 clusters Score -129714.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -129715.859375 Penalty: 701.913757 Iteration 66Q: 3 clusters Score -129715.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -129716.070312 Penalty: 701.913757 Iteration 67Q: 3 clusters Score -129716.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -129716.414062 Penalty: 701.913757 Iteration 68Q: 3 clusters Score -129716.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -129717.054688 Penalty: 701.913757 Iteration 69Q: 3 clusters Score -129717.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -129717.632812 Penalty: 701.913757 Iteration 70Q: 3 clusters Score -129717.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -129718.281250 Penalty: 701.913757 Iteration 71Q: 3 clusters Score -129718.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -129718.539062 Penalty: 701.913757 Iteration 72Q: 3 clusters Score -129718.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -129719.835938 Penalty: 701.913757 Iteration 73Q: 3 clusters Score -129719.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -129720.671875 Penalty: 701.913757 Iteration 74Q: 3 clusters Score -129720.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -129721.335938 Penalty: 701.913757 Iteration 75Q: 3 clusters Score -129721.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -129721.437500 Penalty: 701.913757 Iteration 76Q: 3 clusters Score -129721.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -129721.437500 Penalty: 701.913757 Iteration 77F: 3 clusters Score -129721.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Entering Unmasked Estep Score: -1328299.625000 Penalty: 458.237793 Iteration 0F: 2 clusters Score -1328300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -1312399.250000 Penalty: 916.475586 Iteration 0F: 3 clusters Score -1312399 nChanged 11349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -1319488.500000 Penalty: 916.475586 Iteration 1F: 3 clusters Score -1319488 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -1320138.625000 Penalty: 916.475586 Iteration 2F: 3 clusters Score -1320139 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9977 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -1321162.875000 Penalty: 916.475586 Iteration 3F: 3 clusters Score -1321163 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -1322645.875000 Penalty: 916.475586 Iteration 4F: 3 clusters Score -1322646 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -1324046.375000 Penalty: 916.475586 Iteration 5F: 3 clusters Score -1324046 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -1324939.000000 Penalty: 916.475586 Iteration 6F: 3 clusters Score -1324939 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -1325380.250000 Penalty: 916.475586 Iteration 7Q: 3 clusters Score -1325380 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -1325578.875000 Penalty: 916.475586 Iteration 8Q: 3 clusters Score -1325579 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -1325661.500000 Penalty: 916.475586 Iteration 9Q: 3 clusters Score -1325662 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 15173 members Entering Unmasked Estep Score: -1325714.500000 Penalty: 916.475586 Iteration 10Q: 3 clusters Score -1325714 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -1325755.375000 Penalty: 916.475586 Iteration 11Q: 3 clusters Score -1325755 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1325800.375000 Penalty: 916.475586 Iteration 12Q: 3 clusters Score -1325800 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 15466 members Entering Unmasked Estep Score: -1325857.250000 Penalty: 916.475586 Iteration 13Q: 3 clusters Score -1325857 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 15557 members Entering Unmasked Estep Score: -1325898.000000 Penalty: 916.475586 Iteration 14Q: 3 clusters Score -1325898 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 15655 members Entering Unmasked Estep Score: -1325935.250000 Penalty: 916.475586 Iteration 15Q: 3 clusters Score -1325935 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 15773 members Entering Unmasked Estep Score: -1325969.500000 Penalty: 916.475586 Iteration 16Q: 3 clusters Score -1325970 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -1325991.375000 Penalty: 916.475586 Iteration 17Q: 3 clusters Score -1325991 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 16049 members Entering Unmasked Estep Score: -1326024.000000 Penalty: 916.475586 Iteration 18Q: 3 clusters Score -1326024 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -1326045.250000 Penalty: 916.475586 Iteration 19Q: 3 clusters Score -1326045 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 16293 members Entering Unmasked Estep Score: -1326062.625000 Penalty: 916.475586 Iteration 20F: 3 clusters Score -1326063 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 16414 members Entering Unmasked Estep Score: -1326076.750000 Penalty: 916.475586 Iteration 21Q: 3 clusters Score -1326077 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -1326091.875000 Penalty: 916.475586 Iteration 22Q: 3 clusters Score -1326092 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 16657 members Entering Unmasked Estep Score: -1326115.000000 Penalty: 916.475586 Iteration 23Q: 3 clusters Score -1326115 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1326130.000000 Penalty: 916.475586 Iteration 24Q: 3 clusters Score -1326130 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -1326154.625000 Penalty: 916.475586 Iteration 25Q: 3 clusters Score -1326155 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -1326182.750000 Penalty: 916.475586 Iteration 26Q: 3 clusters Score -1326183 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 17203 members Entering Unmasked Estep Score: -1326209.375000 Penalty: 916.475586 Iteration 27Q: 3 clusters Score -1326209 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 17361 members Entering Unmasked Estep Score: -1326230.250000 Penalty: 916.475586 Iteration 28Q: 3 clusters Score -1326230 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 17529 members Entering Unmasked Estep Score: -1326259.125000 Penalty: 916.475586 Iteration 29Q: 3 clusters Score -1326259 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 17693 members Entering Unmasked Estep Score: -1326289.250000 Penalty: 916.475586 Iteration 30Q: 3 clusters Score -1326289 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -1326322.875000 Penalty: 916.475586 Iteration 31Q: 3 clusters Score -1326323 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 18025 members Entering Unmasked Estep Score: -1326351.125000 Penalty: 916.475586 Iteration 32Q: 3 clusters Score -1326351 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -1326380.000000 Penalty: 916.475586 Iteration 33Q: 3 clusters Score -1326380 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -1326423.000000 Penalty: 916.475586 Iteration 34Q: 3 clusters Score -1326423 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 18622 members Entering Unmasked Estep Score: -1326474.750000 Penalty: 916.475586 Iteration 35Q: 3 clusters Score -1326475 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 18843 members Entering Unmasked Estep Score: -1326527.750000 Penalty: 916.475586 Iteration 36Q: 3 clusters Score -1326528 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 19092 members Entering Unmasked Estep Score: -1326592.750000 Penalty: 916.475586 Iteration 37Q: 3 clusters Score -1326593 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 19358 members Entering Unmasked Estep Score: -1326657.625000 Penalty: 916.475586 Iteration 38Q: 3 clusters Score -1326658 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 19627 members Entering Unmasked Estep Score: -1326749.750000 Penalty: 916.475586 Iteration 39Q: 3 clusters Score -1326750 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 19893 members Entering Unmasked Estep Score: -1326834.000000 Penalty: 916.475586 Iteration 40F: 3 clusters Score -1326834 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 20147 members Entering Unmasked Estep Score: -1326927.125000 Penalty: 916.475586 Iteration 41Q: 3 clusters Score -1326927 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 20382 members Entering Unmasked Estep Score: -1327022.375000 Penalty: 916.475586 Iteration 42Q: 3 clusters Score -1327022 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -1327133.000000 Penalty: 916.475586 Iteration 43Q: 3 clusters Score -1327133 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 20837 members Entering Unmasked Estep Score: -1327225.500000 Penalty: 916.475586 Iteration 44Q: 3 clusters Score -1327226 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 21068 members Entering Unmasked Estep Score: -1327312.375000 Penalty: 916.475586 Iteration 45Q: 3 clusters Score -1327312 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -1327402.375000 Penalty: 916.475586 Iteration 46Q: 3 clusters Score -1327402 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -1327475.375000 Penalty: 916.475586 Iteration 47Q: 3 clusters Score -1327475 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -1327541.500000 Penalty: 916.475586 Iteration 48Q: 3 clusters Score -1327542 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 21858 members Entering Unmasked Estep Score: -1327605.250000 Penalty: 916.475586 Iteration 49Q: 3 clusters Score -1327605 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 22010 members Entering Unmasked Estep Score: -1327648.000000 Penalty: 916.475586 Iteration 50Q: 3 clusters Score -1327648 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 22144 members Entering Unmasked Estep Score: -1327684.750000 Penalty: 916.475586 Iteration 51Q: 3 clusters Score -1327685 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 22262 members Entering Unmasked Estep Score: -1327715.875000 Penalty: 916.475586 Iteration 52Q: 3 clusters Score -1327716 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -1327750.250000 Penalty: 916.475586 Iteration 53Q: 3 clusters Score -1327750 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 22490 members Entering Unmasked Estep Score: -1327779.375000 Penalty: 916.475586 Iteration 54Q: 3 clusters Score -1327779 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 22580 members Entering Unmasked Estep Score: -1327800.750000 Penalty: 916.475586 Iteration 55Q: 3 clusters Score -1327801 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 22647 members Entering Unmasked Estep Score: -1327825.375000 Penalty: 916.475586 Iteration 56Q: 3 clusters Score -1327825 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -1327834.250000 Penalty: 916.475586 Iteration 57Q: 3 clusters Score -1327834 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 22773 members Entering Unmasked Estep Score: -1327859.500000 Penalty: 916.475586 Iteration 58Q: 3 clusters Score -1327860 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 22830 members Entering Unmasked Estep Score: -1327879.250000 Penalty: 916.475586 Iteration 59Q: 3 clusters Score -1327879 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 22880 members Entering Unmasked Estep Score: -1327894.875000 Penalty: 916.475586 Iteration 60F: 3 clusters Score -1327895 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 22932 members Entering Unmasked Estep Score: -1327907.750000 Penalty: 916.475586 Iteration 61Q: 3 clusters Score -1327908 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 22969 members Entering Unmasked Estep Score: -1327926.500000 Penalty: 916.475586 Iteration 62Q: 3 clusters Score -1327926 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -1327932.250000 Penalty: 916.475586 Iteration 63Q: 3 clusters Score -1327932 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 23024 members Entering Unmasked Estep Score: -1327941.375000 Penalty: 916.475586 Iteration 64Q: 3 clusters Score -1327941 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 23050 members Entering Unmasked Estep Score: -1327951.250000 Penalty: 916.475586 Iteration 65Q: 3 clusters Score -1327951 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 23080 members Entering Unmasked Estep Score: -1327955.750000 Penalty: 916.475586 Iteration 66Q: 3 clusters Score -1327956 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 23094 members Entering Unmasked Estep Score: -1327958.625000 Penalty: 916.475586 Iteration 67Q: 3 clusters Score -1327959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -1327960.750000 Penalty: 916.475586 Iteration 68Q: 3 clusters Score -1327961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -1327961.375000 Penalty: 916.475586 Iteration 69Q: 3 clusters Score -1327961 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -1327965.375000 Penalty: 916.475586 Iteration 70Q: 3 clusters Score -1327965 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -1327968.125000 Penalty: 916.475586 Iteration 71Q: 3 clusters Score -1327968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 23128 members Entering Unmasked Estep Score: -1327972.750000 Penalty: 916.475586 Iteration 72Q: 3 clusters Score -1327973 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -1327974.625000 Penalty: 916.475586 Iteration 73Q: 3 clusters Score -1327975 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -1327977.625000 Penalty: 916.475586 Iteration 74Q: 3 clusters Score -1327978 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 23157 members Entering Unmasked Estep Score: -1327979.125000 Penalty: 916.475586 Iteration 75Q: 3 clusters Score -1327979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 23161 members Entering Unmasked Estep Score: -1327979.000000 Penalty: 916.475586 Iteration 76Q: 3 clusters Score -1327979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 23165 members Entering Unmasked Estep Score: -1327982.000000 Penalty: 916.475586 Iteration 77Q: 3 clusters Score -1327982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -1327982.000000 Penalty: 916.475586 Iteration 78Q: 3 clusters Score -1327982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 23173 members Entering Unmasked Estep Score: -1327981.375000 Penalty: 916.475586 Iteration 79Q: 3 clusters Score -1327981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 23177 members Entering Unmasked Estep Score: -1327981.625000 Penalty: 916.475586 Iteration 80F: 3 clusters Score -1327982 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -1327981.625000 Penalty: 916.475586 Iteration 81Q: 3 clusters Score -1327982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -1327982.875000 Penalty: 916.475586 Iteration 82Q: 3 clusters Score -1327983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -1327987.375000 Penalty: 916.475586 Iteration 83Q: 3 clusters Score -1327987 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 23212 members Entering Unmasked Estep Score: -1327988.375000 Penalty: 916.475586 Iteration 84Q: 3 clusters Score -1327988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 23218 members Entering Unmasked Estep Score: -1327989.625000 Penalty: 916.475586 Iteration 85Q: 3 clusters Score -1327990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 23221 members Entering Unmasked Estep Score: -1327990.375000 Penalty: 916.475586 Iteration 86Q: 3 clusters Score -1327990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 23224 members Entering Unmasked Estep Score: -1327988.250000 Penalty: 916.475586 Iteration 87Q: 3 clusters Score -1327988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -1327990.625000 Penalty: 916.475586 Iteration 88Q: 3 clusters Score -1327991 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 23235 members Entering Unmasked Estep Score: -1327992.500000 Penalty: 916.475586 Iteration 89Q: 3 clusters Score -1327992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 23239 members Entering Unmasked Estep Score: -1327994.500000 Penalty: 916.475586 Iteration 90Q: 3 clusters Score -1327994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -1327994.500000 Penalty: 916.475586 Iteration 91Q: 3 clusters Score -1327994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -1327994.500000 Penalty: 916.475586 Iteration 92F: 3 clusters Score -1327994 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Entering Unmasked Estep Score: -490182.875000 Penalty: 412.033112 Iteration 0F: 2 clusters Score -490182.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -484435.687500 Penalty: 824.066223 Iteration 0F: 3 clusters Score -484435.7 nChanged 3911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -486821.031250 Penalty: 824.066223 Iteration 1F: 3 clusters Score -486821 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -487395.187500 Penalty: 824.066223 Iteration 2F: 3 clusters Score -487395.2 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -488101.750000 Penalty: 824.066223 Iteration 3F: 3 clusters Score -488101.8 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -488754.093750 Penalty: 824.066223 Iteration 4F: 3 clusters Score -488754.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -489118.437500 Penalty: 824.066223 Iteration 5F: 3 clusters Score -489118.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -489278.250000 Penalty: 824.066223 Iteration 6Q: 3 clusters Score -489278.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -489349.562500 Penalty: 824.066223 Iteration 7Q: 3 clusters Score -489349.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -489390.062500 Penalty: 824.066223 Iteration 8Q: 3 clusters Score -489390.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -489428.343750 Penalty: 824.066223 Iteration 9Q: 3 clusters Score -489428.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -489458.093750 Penalty: 824.066223 Iteration 10Q: 3 clusters Score -489458.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -489485.593750 Penalty: 824.066223 Iteration 11Q: 3 clusters Score -489485.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -489528.625000 Penalty: 824.066223 Iteration 12Q: 3 clusters Score -489528.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -489568.406250 Penalty: 824.066223 Iteration 13Q: 3 clusters Score -489568.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -489600.281250 Penalty: 824.066223 Iteration 14Q: 3 clusters Score -489600.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -489625.281250 Penalty: 824.066223 Iteration 15Q: 3 clusters Score -489625.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -489643.625000 Penalty: 824.066223 Iteration 16Q: 3 clusters Score -489643.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -489663.187500 Penalty: 824.066223 Iteration 17Q: 3 clusters Score -489663.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -489685.156250 Penalty: 824.066223 Iteration 18Q: 3 clusters Score -489685.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -489702.812500 Penalty: 824.066223 Iteration 19Q: 3 clusters Score -489702.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -489723.812500 Penalty: 824.066223 Iteration 20F: 3 clusters Score -489723.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -489736.000000 Penalty: 824.066223 Iteration 21Q: 3 clusters Score -489736 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -489750.562500 Penalty: 824.066223 Iteration 22Q: 3 clusters Score -489750.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -489756.531250 Penalty: 824.066223 Iteration 23Q: 3 clusters Score -489756.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -489764.500000 Penalty: 824.066223 Iteration 24Q: 3 clusters Score -489764.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -489771.156250 Penalty: 824.066223 Iteration 25Q: 3 clusters Score -489771.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -489774.468750 Penalty: 824.066223 Iteration 26Q: 3 clusters Score -489774.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -489776.187500 Penalty: 824.066223 Iteration 27Q: 3 clusters Score -489776.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -489780.218750 Penalty: 824.066223 Iteration 28Q: 3 clusters Score -489780.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -489784.875000 Penalty: 824.066223 Iteration 29Q: 3 clusters Score -489784.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -489790.000000 Penalty: 824.066223 Iteration 30Q: 3 clusters Score -489790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -489792.843750 Penalty: 824.066223 Iteration 31Q: 3 clusters Score -489792.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -489797.062500 Penalty: 824.066223 Iteration 32Q: 3 clusters Score -489797.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -489800.187500 Penalty: 824.066223 Iteration 33Q: 3 clusters Score -489800.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -489800.000000 Penalty: 824.066223 Iteration 34Q: 3 clusters Score -489800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -489802.250000 Penalty: 824.066223 Iteration 35Q: 3 clusters Score -489802.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -489803.718750 Penalty: 824.066223 Iteration 36Q: 3 clusters Score -489803.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 8227 members Entering Unmasked Estep Score: -489806.281250 Penalty: 824.066223 Iteration 37Q: 3 clusters Score -489806.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -489808.000000 Penalty: 824.066223 Iteration 38Q: 3 clusters Score -489808 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -489810.250000 Penalty: 824.066223 Iteration 39Q: 3 clusters Score -489810.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -489813.750000 Penalty: 824.066223 Iteration 40F: 3 clusters Score -489813.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -489816.906250 Penalty: 824.066223 Iteration 41Q: 3 clusters Score -489816.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -489820.656250 Penalty: 824.066223 Iteration 42Q: 3 clusters Score -489820.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -489822.031250 Penalty: 824.066223 Iteration 43Q: 3 clusters Score -489822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -489826.312500 Penalty: 824.066223 Iteration 44Q: 3 clusters Score -489826.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -489828.281250 Penalty: 824.066223 Iteration 45Q: 3 clusters Score -489828.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -489829.781250 Penalty: 824.066223 Iteration 46Q: 3 clusters Score -489829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -489829.968750 Penalty: 824.066223 Iteration 47Q: 3 clusters Score -489830 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -489835.375000 Penalty: 824.066223 Iteration 48Q: 3 clusters Score -489835.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -489838.718750 Penalty: 824.066223 Iteration 49Q: 3 clusters Score -489838.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -489839.843750 Penalty: 824.066223 Iteration 50Q: 3 clusters Score -489839.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -489840.312500 Penalty: 824.066223 Iteration 51Q: 3 clusters Score -489840.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -489840.500000 Penalty: 824.066223 Iteration 52Q: 3 clusters Score -489840.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -489840.500000 Penalty: 824.066223 Iteration 53F: 3 clusters Score -489840.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Entering Unmasked Estep Score: -22349.845703 Penalty: 284.984619 Iteration 0F: 2 clusters Score -22349.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21850.941406 Penalty: 569.969238 Iteration 0F: 3 clusters Score -21850.94 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -21973.248047 Penalty: 569.969238 Iteration 1F: 3 clusters Score -21973.25 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -22004.119141 Penalty: 569.969238 Iteration 2F: 3 clusters Score -22004.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -22020.724609 Penalty: 569.969238 Iteration 3Q: 3 clusters Score -22020.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -22035.082031 Penalty: 569.969238 Iteration 4Q: 3 clusters Score -22035.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -22048.783203 Penalty: 569.969238 Iteration 5Q: 3 clusters Score -22048.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -22054.863281 Penalty: 569.969238 Iteration 6Q: 3 clusters Score -22054.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -22062.589844 Penalty: 569.969238 Iteration 7Q: 3 clusters Score -22062.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -22068.388672 Penalty: 569.969238 Iteration 8Q: 3 clusters Score -22068.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -22070.156250 Penalty: 569.969238 Iteration 9Q: 3 clusters Score -22070.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -22072.572266 Penalty: 569.969238 Iteration 10Q: 3 clusters Score -22072.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -22088.806641 Penalty: 569.969238 Iteration 11Q: 3 clusters Score -22088.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -22091.240234 Penalty: 569.969238 Iteration 12Q: 3 clusters Score -22091.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -22092.357422 Penalty: 569.969238 Iteration 13Q: 3 clusters Score -22092.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -22095.595703 Penalty: 569.969238 Iteration 14Q: 3 clusters Score -22095.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -22096.619141 Penalty: 569.969238 Iteration 15Q: 3 clusters Score -22096.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -22097.576172 Penalty: 569.969238 Iteration 16Q: 3 clusters Score -22097.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -22098.365234 Penalty: 569.969238 Iteration 17Q: 3 clusters Score -22098.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -22100.304688 Penalty: 569.969238 Iteration 18Q: 3 clusters Score -22100.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -22101.039062 Penalty: 569.969238 Iteration 19Q: 3 clusters Score -22101.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -22101.039062 Penalty: 569.969238 Iteration 20F: 3 clusters Score -22101.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Entering Unmasked Estep Score: -265715.937500 Penalty: 392.931824 Iteration 0F: 2 clusters Score -265715.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -261931.093750 Penalty: 785.863647 Iteration 0F: 3 clusters Score -261931.1 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -263718.125000 Penalty: 785.863647 Iteration 1F: 3 clusters Score -263718.1 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -264006.437500 Penalty: 785.863647 Iteration 2F: 3 clusters Score -264006.4 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -264238.437500 Penalty: 785.863647 Iteration 3F: 3 clusters Score -264238.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -264402.093750 Penalty: 785.863647 Iteration 4F: 3 clusters Score -264402.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -264563.375000 Penalty: 785.863647 Iteration 5Q: 3 clusters Score -264563.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -264708.187500 Penalty: 785.863647 Iteration 6Q: 3 clusters Score -264708.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -264812.500000 Penalty: 785.863647 Iteration 7Q: 3 clusters Score -264812.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -264875.812500 Penalty: 785.863647 Iteration 8Q: 3 clusters Score -264875.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -264923.500000 Penalty: 785.863647 Iteration 9Q: 3 clusters Score -264923.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -264957.531250 Penalty: 785.863647 Iteration 10Q: 3 clusters Score -264957.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -264987.281250 Penalty: 785.863647 Iteration 11Q: 3 clusters Score -264987.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -265010.125000 Penalty: 785.863647 Iteration 12Q: 3 clusters Score -265010.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -265031.406250 Penalty: 785.863647 Iteration 13Q: 3 clusters Score -265031.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -265063.281250 Penalty: 785.863647 Iteration 14Q: 3 clusters Score -265063.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -265098.906250 Penalty: 785.863647 Iteration 15Q: 3 clusters Score -265098.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -265130.000000 Penalty: 785.863647 Iteration 16Q: 3 clusters Score -265130 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -265157.375000 Penalty: 785.863647 Iteration 17Q: 3 clusters Score -265157.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -265172.968750 Penalty: 785.863647 Iteration 18Q: 3 clusters Score -265173 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -265183.718750 Penalty: 785.863647 Iteration 19Q: 3 clusters Score -265183.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -265194.281250 Penalty: 785.863647 Iteration 20F: 3 clusters Score -265194.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -265203.312500 Penalty: 785.863647 Iteration 21Q: 3 clusters Score -265203.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -265209.562500 Penalty: 785.863647 Iteration 22Q: 3 clusters Score -265209.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -265214.781250 Penalty: 785.863647 Iteration 23Q: 3 clusters Score -265214.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -265219.125000 Penalty: 785.863647 Iteration 24Q: 3 clusters Score -265219.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -265224.531250 Penalty: 785.863647 Iteration 25Q: 3 clusters Score -265224.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -265228.593750 Penalty: 785.863647 Iteration 26Q: 3 clusters Score -265228.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -265232.375000 Penalty: 785.863647 Iteration 27Q: 3 clusters Score -265232.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -265238.656250 Penalty: 785.863647 Iteration 28Q: 3 clusters Score -265238.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -265245.062500 Penalty: 785.863647 Iteration 29Q: 3 clusters Score -265245.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -265251.406250 Penalty: 785.863647 Iteration 30Q: 3 clusters Score -265251.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -265256.593750 Penalty: 785.863647 Iteration 31Q: 3 clusters Score -265256.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -265263.687500 Penalty: 785.863647 Iteration 32Q: 3 clusters Score -265263.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -265270.250000 Penalty: 785.863647 Iteration 33Q: 3 clusters Score -265270.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -265275.093750 Penalty: 785.863647 Iteration 34Q: 3 clusters Score -265275.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -265278.281250 Penalty: 785.863647 Iteration 35Q: 3 clusters Score -265278.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -265281.750000 Penalty: 785.863647 Iteration 36Q: 3 clusters Score -265281.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -265282.562500 Penalty: 785.863647 Iteration 37Q: 3 clusters Score -265282.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -265284.125000 Penalty: 785.863647 Iteration 38Q: 3 clusters Score -265284.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -265286.062500 Penalty: 785.863647 Iteration 39Q: 3 clusters Score -265286.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -265287.000000 Penalty: 785.863647 Iteration 40F: 3 clusters Score -265287 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -265288.812500 Penalty: 785.863647 Iteration 41Q: 3 clusters Score -265288.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -265292.781250 Penalty: 785.863647 Iteration 42Q: 3 clusters Score -265292.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -265296.687500 Penalty: 785.863647 Iteration 43Q: 3 clusters Score -265296.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -265300.062500 Penalty: 785.863647 Iteration 44Q: 3 clusters Score -265300.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -265303.187500 Penalty: 785.863647 Iteration 45Q: 3 clusters Score -265303.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -265304.343750 Penalty: 785.863647 Iteration 46Q: 3 clusters Score -265304.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -265304.750000 Penalty: 785.863647 Iteration 47Q: 3 clusters Score -265304.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -265306.937500 Penalty: 785.863647 Iteration 48Q: 3 clusters Score -265306.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -265309.218750 Penalty: 785.863647 Iteration 49Q: 3 clusters Score -265309.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -265313.406250 Penalty: 785.863647 Iteration 50Q: 3 clusters Score -265313.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -265321.281250 Penalty: 785.863647 Iteration 51Q: 3 clusters Score -265321.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -265333.343750 Penalty: 785.863647 Iteration 52Q: 3 clusters Score -265333.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -265343.187500 Penalty: 785.863647 Iteration 53Q: 3 clusters Score -265343.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -265352.000000 Penalty: 785.863647 Iteration 54Q: 3 clusters Score -265352 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -265359.125000 Penalty: 785.863647 Iteration 55Q: 3 clusters Score -265359.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -265368.000000 Penalty: 785.863647 Iteration 56Q: 3 clusters Score -265368 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -265378.906250 Penalty: 785.863647 Iteration 57Q: 3 clusters Score -265378.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -265395.312500 Penalty: 785.863647 Iteration 58Q: 3 clusters Score -265395.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -265421.500000 Penalty: 785.863647 Iteration 59Q: 3 clusters Score -265421.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -265438.437500 Penalty: 785.863647 Iteration 60F: 3 clusters Score -265438.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -265452.593750 Penalty: 785.863647 Iteration 61Q: 3 clusters Score -265452.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -265466.812500 Penalty: 785.863647 Iteration 62Q: 3 clusters Score -265466.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -265479.812500 Penalty: 785.863647 Iteration 63Q: 3 clusters Score -265479.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -265490.125000 Penalty: 785.863647 Iteration 64Q: 3 clusters Score -265490.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -265503.437500 Penalty: 785.863647 Iteration 65Q: 3 clusters Score -265503.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -265515.375000 Penalty: 785.863647 Iteration 66Q: 3 clusters Score -265515.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -265523.656250 Penalty: 785.863647 Iteration 67Q: 3 clusters Score -265523.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -265531.125000 Penalty: 785.863647 Iteration 68Q: 3 clusters Score -265531.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -265536.625000 Penalty: 785.863647 Iteration 69Q: 3 clusters Score -265536.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -265540.656250 Penalty: 785.863647 Iteration 70Q: 3 clusters Score -265540.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -265545.906250 Penalty: 785.863647 Iteration 71Q: 3 clusters Score -265545.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -265550.906250 Penalty: 785.863647 Iteration 72Q: 3 clusters Score -265550.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -265556.500000 Penalty: 785.863647 Iteration 73Q: 3 clusters Score -265556.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -265559.750000 Penalty: 785.863647 Iteration 74Q: 3 clusters Score -265559.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -265563.437500 Penalty: 785.863647 Iteration 75Q: 3 clusters Score -265563.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -265566.656250 Penalty: 785.863647 Iteration 76Q: 3 clusters Score -265566.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -265568.500000 Penalty: 785.863647 Iteration 77Q: 3 clusters Score -265568.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -265569.781250 Penalty: 785.863647 Iteration 78Q: 3 clusters Score -265569.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -265571.281250 Penalty: 785.863647 Iteration 79Q: 3 clusters Score -265571.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -265571.468750 Penalty: 785.863647 Iteration 80F: 3 clusters Score -265571.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -265571.937500 Penalty: 785.863647 Iteration 81Q: 3 clusters Score -265571.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -265573.531250 Penalty: 785.863647 Iteration 82Q: 3 clusters Score -265573.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -265575.375000 Penalty: 785.863647 Iteration 83Q: 3 clusters Score -265575.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -265576.375000 Penalty: 785.863647 Iteration 84Q: 3 clusters Score -265576.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -265576.656250 Penalty: 785.863647 Iteration 85Q: 3 clusters Score -265576.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -265576.281250 Penalty: 785.863647 Iteration 86Q: 3 clusters Score -265576.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -265576.281250 Penalty: 785.863647 Iteration 87F: 3 clusters Score -265576.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Entering Unmasked Estep Score: -204777.406250 Penalty: 375.319977 Iteration 0F: 2 clusters Score -204777.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -202147.125000 Penalty: 750.639954 Iteration 0F: 3 clusters Score -202147.1 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -203088.703125 Penalty: 750.639954 Iteration 1F: 3 clusters Score -203088.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -203196.359375 Penalty: 750.639954 Iteration 2F: 3 clusters Score -203196.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -203303.140625 Penalty: 750.639954 Iteration 3F: 3 clusters Score -203303.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -203419.437500 Penalty: 750.639954 Iteration 4F: 3 clusters Score -203419.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -203579.750000 Penalty: 750.639954 Iteration 5F: 3 clusters Score -203579.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -203781.250000 Penalty: 750.639954 Iteration 6F: 3 clusters Score -203781.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -203973.218750 Penalty: 750.639954 Iteration 7F: 3 clusters Score -203973.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -204108.437500 Penalty: 750.639954 Iteration 8F: 3 clusters Score -204108.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -204180.375000 Penalty: 750.639954 Iteration 9Q: 3 clusters Score -204180.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -204219.562500 Penalty: 750.639954 Iteration 10Q: 3 clusters Score -204219.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -204253.453125 Penalty: 750.639954 Iteration 11Q: 3 clusters Score -204253.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -204287.312500 Penalty: 750.639954 Iteration 12Q: 3 clusters Score -204287.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -204311.500000 Penalty: 750.639954 Iteration 13Q: 3 clusters Score -204311.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -204322.796875 Penalty: 750.639954 Iteration 14Q: 3 clusters Score -204322.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -204331.421875 Penalty: 750.639954 Iteration 15Q: 3 clusters Score -204331.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -204337.703125 Penalty: 750.639954 Iteration 16Q: 3 clusters Score -204337.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -204342.312500 Penalty: 750.639954 Iteration 17Q: 3 clusters Score -204342.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -204346.640625 Penalty: 750.639954 Iteration 18Q: 3 clusters Score -204346.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -204350.843750 Penalty: 750.639954 Iteration 19Q: 3 clusters Score -204350.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -204355.046875 Penalty: 750.639954 Iteration 20F: 3 clusters Score -204355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -204357.687500 Penalty: 750.639954 Iteration 21Q: 3 clusters Score -204357.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -204361.593750 Penalty: 750.639954 Iteration 22Q: 3 clusters Score -204361.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -204363.781250 Penalty: 750.639954 Iteration 23Q: 3 clusters Score -204363.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -204364.953125 Penalty: 750.639954 Iteration 24Q: 3 clusters Score -204365 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -204365.625000 Penalty: 750.639954 Iteration 25Q: 3 clusters Score -204365.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -204366.015625 Penalty: 750.639954 Iteration 26Q: 3 clusters Score -204366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -204366.843750 Penalty: 750.639954 Iteration 27Q: 3 clusters Score -204366.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -204366.937500 Penalty: 750.639954 Iteration 28Q: 3 clusters Score -204366.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -204367.156250 Penalty: 750.639954 Iteration 29Q: 3 clusters Score -204367.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -204367.171875 Penalty: 750.639954 Iteration 30Q: 3 clusters Score -204367.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -204367.437500 Penalty: 750.639954 Iteration 31Q: 3 clusters Score -204367.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -204367.203125 Penalty: 750.639954 Iteration 32Q: 3 clusters Score -204367.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -204367.203125 Penalty: 750.639954 Iteration 33F: 3 clusters Score -204367.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -9807.915039 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9807.915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9498.573242 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9498.573 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9569.239258 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9569.239 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9589.420898 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9589.421 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9601.683594 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9601.684 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9616.501953 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9616.502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9629.576172 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9629.576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9639.353516 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9639.354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9641.801758 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9641.802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9644.750000 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9644.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9651.019531 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9651.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9654.235352 Penalty: 482.600739 Iteration 10Q: 3 clusters Score -9654.235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9655.450195 Penalty: 482.600739 Iteration 11Q: 3 clusters Score -9655.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9655.450195 Penalty: 482.600739 Iteration 12F: 3 clusters Score -9655.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5563.332031 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5563.332 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5351.664062 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5351.664 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5391.449219 Penalty: 444.334991 Iteration 1F: 3 clusters Score -5391.449 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5404.047363 Penalty: 444.334991 Iteration 2F: 3 clusters Score -5404.047 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5406.988770 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -5406.989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5407.380371 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -5407.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5408.433594 Penalty: 444.334991 Iteration 5Q: 3 clusters Score -5408.434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5412.720703 Penalty: 444.334991 Iteration 6Q: 3 clusters Score -5412.721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5412.720703 Penalty: 444.334991 Iteration 7F: 3 clusters Score -5412.721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19882 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6822 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8283 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2208 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117360 members Mstep: Class 21 contains 2238 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5630 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382410.000000 Penalty: 16476.107422 Iteration 199Q: 29 clusters Score -2.138241e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19886 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2937 members Mstep: Class 9 contains 6828 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8274 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2211 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117355 members Mstep: Class 21 contains 2240 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5631 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382398.000000 Penalty: 16476.107422 Iteration 200F: 29 clusters Score -2.13824e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19885 members Mstep: Class 7 contains 26652 members Mstep: Class 8 contains 2935 members Mstep: Class 9 contains 6840 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8265 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43218 members Mstep: Class 15 contains 2510 members Mstep: Class 16 contains 2215 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117346 members Mstep: Class 21 contains 2244 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382426.000000 Penalty: 16476.107422 Iteration 201Q: 29 clusters Score -2.138243e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19878 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6852 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8255 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43218 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 2222 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117334 members Mstep: Class 21 contains 2253 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382446.000000 Penalty: 16476.107422 Iteration 202Q: 29 clusters Score -2.138245e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19864 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 6877 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8247 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 2224 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117322 members Mstep: Class 21 contains 2260 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382410.000000 Penalty: 16476.107422 Iteration 203Q: 29 clusters Score -2.138241e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19845 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2938 members Mstep: Class 9 contains 6906 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8243 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2513 members Mstep: Class 16 contains 2225 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117309 members Mstep: Class 21 contains 2263 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382418.000000 Penalty: 16476.107422 Iteration 204Q: 29 clusters Score -2.138242e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19820 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2940 members Mstep: Class 9 contains 6937 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8240 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2230 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117295 members Mstep: Class 21 contains 2265 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382426.000000 Penalty: 16476.107422 Iteration 205Q: 29 clusters Score -2.138243e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19813 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6950 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8236 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117283 members Mstep: Class 21 contains 2265 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382410.000000 Penalty: 16476.107422 Iteration 206Q: 29 clusters Score -2.138241e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19808 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2944 members Mstep: Class 9 contains 6965 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8227 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43216 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2240 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117275 members Mstep: Class 21 contains 2268 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382408.000000 Penalty: 16476.107422 Iteration 207Q: 29 clusters Score -2.138241e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19804 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6979 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8220 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2240 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117269 members Mstep: Class 21 contains 2269 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 525 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382396.000000 Penalty: 16476.107422 Iteration 208Q: 29 clusters Score -2.13824e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19794 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 6996 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8211 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43217 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2242 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117266 members Mstep: Class 21 contains 2271 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8567 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3823 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382402.000000 Penalty: 16476.107422 Iteration 209Q: 29 clusters Score -2.13824e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19795 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2945 members Mstep: Class 9 contains 7004 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8204 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43218 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2245 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117262 members Mstep: Class 21 contains 2272 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5632 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382406.000000 Penalty: 16476.107422 Iteration 210Q: 29 clusters Score -2.138241e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19797 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7011 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8192 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2248 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117252 members Mstep: Class 21 contains 2276 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8566 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382380.000000 Penalty: 16476.107422 Iteration 211Q: 29 clusters Score -2.138238e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19798 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7018 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8182 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2253 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117246 members Mstep: Class 21 contains 2279 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8566 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5633 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382388.000000 Penalty: 16476.107422 Iteration 212Q: 29 clusters Score -2.138239e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19792 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2950 members Mstep: Class 9 contains 7028 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8173 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2259 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117242 members Mstep: Class 21 contains 2281 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382398.000000 Penalty: 16476.107422 Iteration 213Q: 29 clusters Score -2.13824e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19791 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7042 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8160 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117237 members Mstep: Class 21 contains 2281 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382406.000000 Penalty: 16476.107422 Iteration 214Q: 29 clusters Score -2.138241e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19792 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7057 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8148 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2268 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117228 members Mstep: Class 21 contains 2281 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 524 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382388.000000 Penalty: 16476.107422 Iteration 215Q: 29 clusters Score -2.138239e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19797 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2950 members Mstep: Class 9 contains 7070 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8135 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2273 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117219 members Mstep: Class 21 contains 2281 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382386.000000 Penalty: 16476.107422 Iteration 216Q: 29 clusters Score -2.138239e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19796 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7087 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8125 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117211 members Mstep: Class 21 contains 2281 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382398.000000 Penalty: 16476.107422 Iteration 217Q: 29 clusters Score -2.13824e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19803 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 7102 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8113 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2279 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117198 members Mstep: Class 21 contains 2282 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5634 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382366.000000 Penalty: 16476.107422 Iteration 218Q: 29 clusters Score -2.138237e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19805 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 7116 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8104 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2514 members Mstep: Class 16 contains 2282 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117186 members Mstep: Class 21 contains 2283 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5635 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382364.000000 Penalty: 16476.107422 Iteration 219Q: 29 clusters Score -2.138236e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19806 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2947 members Mstep: Class 9 contains 7131 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8091 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2283 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117176 members Mstep: Class 21 contains 2288 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5636 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382358.000000 Penalty: 16476.107422 Iteration 220F: 29 clusters Score -2.138236e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19810 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2947 members Mstep: Class 9 contains 7140 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8082 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2286 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117166 members Mstep: Class 21 contains 2290 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5636 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382358.000000 Penalty: 16476.107422 Iteration 221Q: 29 clusters Score -2.138236e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19815 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2947 members Mstep: Class 9 contains 7151 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8073 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2288 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117154 members Mstep: Class 21 contains 2292 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5636 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382356.000000 Penalty: 16476.107422 Iteration 222Q: 29 clusters Score -2.138236e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19825 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7161 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8058 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2289 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117143 members Mstep: Class 21 contains 2295 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8565 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5636 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382332.000000 Penalty: 16476.107422 Iteration 223Q: 29 clusters Score -2.138233e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19840 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2949 members Mstep: Class 9 contains 7171 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8040 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 2288 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117136 members Mstep: Class 21 contains 2297 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8564 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5637 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382304.000000 Penalty: 16476.107422 Iteration 224Q: 29 clusters Score -2.13823e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66628 members Mstep: Class 6 contains 19854 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2954 members Mstep: Class 9 contains 7179 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 8018 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2286 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117128 members Mstep: Class 21 contains 2301 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8563 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5638 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -21382330.000000 Penalty: 16476.107422 Iteration 225Q: 29 clusters Score -2.138233e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6502 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19868 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2958 members Mstep: Class 9 contains 7188 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7999 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2286 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117117 members Mstep: Class 21 contains 2304 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8561 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382334.000000 Penalty: 16476.107422 Iteration 226Q: 29 clusters Score -2.138233e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19876 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2963 members Mstep: Class 9 contains 7195 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7989 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2285 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117102 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382350.000000 Penalty: 16476.107422 Iteration 227Q: 29 clusters Score -2.138235e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19885 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 7197 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7986 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2283 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117084 members Mstep: Class 21 contains 2317 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382330.000000 Penalty: 16476.107422 Iteration 228Q: 29 clusters Score -2.138233e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19910 members Mstep: Class 7 contains 26650 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 7202 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7976 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2281 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117057 members Mstep: Class 21 contains 2327 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5638 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382328.000000 Penalty: 16476.107422 Iteration 229Q: 29 clusters Score -2.138233e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19920 members Mstep: Class 7 contains 26649 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 7207 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7972 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2281 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117041 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3822 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382318.000000 Penalty: 16476.107422 Iteration 230Q: 29 clusters Score -2.138232e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19932 members Mstep: Class 7 contains 26649 members Mstep: Class 8 contains 2970 members Mstep: Class 9 contains 7210 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7964 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2281 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117025 members Mstep: Class 21 contains 2341 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5640 members Mstep: Class 26 contains 3821 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382344.000000 Penalty: 16476.107422 Iteration 231Q: 29 clusters Score -2.138234e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19947 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2970 members Mstep: Class 9 contains 7216 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7951 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2281 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117013 members Mstep: Class 21 contains 2346 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3821 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382348.000000 Penalty: 16476.107422 Iteration 232Q: 29 clusters Score -2.138235e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19956 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2970 members Mstep: Class 9 contains 7222 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7944 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43221 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2281 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 117000 members Mstep: Class 21 contains 2352 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5640 members Mstep: Class 26 contains 3821 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382344.000000 Penalty: 16476.107422 Iteration 233Q: 29 clusters Score -2.138234e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19963 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2970 members Mstep: Class 9 contains 7231 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7940 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2279 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116985 members Mstep: Class 21 contains 2358 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8560 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5641 members Mstep: Class 26 contains 3821 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382352.000000 Penalty: 16476.107422 Iteration 234Q: 29 clusters Score -2.138235e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6501 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19966 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2972 members Mstep: Class 9 contains 7240 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7939 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116971 members Mstep: Class 21 contains 2362 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8559 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5640 members Mstep: Class 26 contains 3821 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382360.000000 Penalty: 16476.107422 Iteration 235Q: 29 clusters Score -2.138236e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19970 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2972 members Mstep: Class 9 contains 7246 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7939 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116965 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8558 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 5639 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382342.000000 Penalty: 16476.107422 Iteration 236Q: 29 clusters Score -2.138234e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19967 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 7252 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7938 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116965 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8556 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5640 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382354.000000 Penalty: 16476.107422 Iteration 237Q: 29 clusters Score -2.138235e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19963 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 7258 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7937 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116967 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8552 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5640 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382356.000000 Penalty: 16476.107422 Iteration 238Q: 29 clusters Score -2.138236e+07 nChanged 18 Entering ConstructFrom: Score: -21382356.000000 Penalty: 16476.107422 Entering ConstructFrom: Trying to split cluster 1 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -55034.402344 Penalty: 327.210022 Iteration 0F: 2 clusters Score -55034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -54037.375000 Penalty: 654.420044 Iteration 0F: 3 clusters Score -54037.38 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -54461.167969 Penalty: 654.420044 Iteration 1F: 3 clusters Score -54461.17 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -54546.738281 Penalty: 654.420044 Iteration 2F: 3 clusters Score -54546.74 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -54628.324219 Penalty: 654.420044 Iteration 3F: 3 clusters Score -54628.32 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -54699.238281 Penalty: 654.420044 Iteration 4F: 3 clusters Score -54699.24 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -54777.343750 Penalty: 654.420044 Iteration 5F: 3 clusters Score -54777.34 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -54834.351562 Penalty: 654.420044 Iteration 6F: 3 clusters Score -54834.35 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -54882.609375 Penalty: 654.420044 Iteration 7Q: 3 clusters Score -54882.61 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -54918.402344 Penalty: 654.420044 Iteration 8Q: 3 clusters Score -54918.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -54935.769531 Penalty: 654.420044 Iteration 9Q: 3 clusters Score -54935.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -54942.394531 Penalty: 654.420044 Iteration 10Q: 3 clusters Score -54942.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -54945.976562 Penalty: 654.420044 Iteration 11Q: 3 clusters Score -54945.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -54949.691406 Penalty: 654.420044 Iteration 12Q: 3 clusters Score -54949.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -54952.117188 Penalty: 654.420044 Iteration 13Q: 3 clusters Score -54952.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -54952.882812 Penalty: 654.420044 Iteration 14Q: 3 clusters Score -54952.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -54953.574219 Penalty: 654.420044 Iteration 15Q: 3 clusters Score -54953.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -54953.714844 Penalty: 654.420044 Iteration 16Q: 3 clusters Score -54953.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -54953.953125 Penalty: 654.420044 Iteration 17Q: 3 clusters Score -54953.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -54954.882812 Penalty: 654.420044 Iteration 18Q: 3 clusters Score -54954.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -54956.593750 Penalty: 654.420044 Iteration 19Q: 3 clusters Score -54956.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -54956.746094 Penalty: 654.420044 Iteration 20F: 3 clusters Score -54956.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Entering Unmasked Estep Score: -341360.531250 Penalty: 399.469849 Iteration 0F: 2 clusters Score -341360.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -337004.437500 Penalty: 798.939697 Iteration 0F: 3 clusters Score -337004.4 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -338675.781250 Penalty: 798.939697 Iteration 1F: 3 clusters Score -338675.8 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -338966.593750 Penalty: 798.939697 Iteration 2F: 3 clusters Score -338966.6 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -339300.906250 Penalty: 798.939697 Iteration 3F: 3 clusters Score -339300.9 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -339666.718750 Penalty: 798.939697 Iteration 4F: 3 clusters Score -339666.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -339985.156250 Penalty: 798.939697 Iteration 5F: 3 clusters Score -339985.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -340197.843750 Penalty: 798.939697 Iteration 6F: 3 clusters Score -340197.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -340323.937500 Penalty: 798.939697 Iteration 7Q: 3 clusters Score -340323.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -340392.656250 Penalty: 798.939697 Iteration 8Q: 3 clusters Score -340392.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -340434.062500 Penalty: 798.939697 Iteration 9Q: 3 clusters Score -340434.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -340461.937500 Penalty: 798.939697 Iteration 10Q: 3 clusters Score -340461.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -340481.093750 Penalty: 798.939697 Iteration 11Q: 3 clusters Score -340481.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -340500.906250 Penalty: 798.939697 Iteration 12Q: 3 clusters Score -340500.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -340522.656250 Penalty: 798.939697 Iteration 13Q: 3 clusters Score -340522.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -340536.250000 Penalty: 798.939697 Iteration 14Q: 3 clusters Score -340536.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -340546.437500 Penalty: 798.939697 Iteration 15Q: 3 clusters Score -340546.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -340555.156250 Penalty: 798.939697 Iteration 16Q: 3 clusters Score -340555.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -340562.187500 Penalty: 798.939697 Iteration 17Q: 3 clusters Score -340562.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -340566.781250 Penalty: 798.939697 Iteration 18Q: 3 clusters Score -340566.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -340572.125000 Penalty: 798.939697 Iteration 19Q: 3 clusters Score -340572.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -340577.687500 Penalty: 798.939697 Iteration 20F: 3 clusters Score -340577.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -340582.531250 Penalty: 798.939697 Iteration 21Q: 3 clusters Score -340582.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -340587.531250 Penalty: 798.939697 Iteration 22Q: 3 clusters Score -340587.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -340592.843750 Penalty: 798.939697 Iteration 23Q: 3 clusters Score -340592.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -340602.406250 Penalty: 798.939697 Iteration 24Q: 3 clusters Score -340602.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -340608.781250 Penalty: 798.939697 Iteration 25Q: 3 clusters Score -340608.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -340617.000000 Penalty: 798.939697 Iteration 26Q: 3 clusters Score -340617 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -340632.031250 Penalty: 798.939697 Iteration 27Q: 3 clusters Score -340632 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -340651.281250 Penalty: 798.939697 Iteration 28Q: 3 clusters Score -340651.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -340668.968750 Penalty: 798.939697 Iteration 29Q: 3 clusters Score -340669 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -340682.593750 Penalty: 798.939697 Iteration 30Q: 3 clusters Score -340682.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -340701.125000 Penalty: 798.939697 Iteration 31Q: 3 clusters Score -340701.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -340722.468750 Penalty: 798.939697 Iteration 32Q: 3 clusters Score -340722.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -340751.718750 Penalty: 798.939697 Iteration 33Q: 3 clusters Score -340751.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -340779.156250 Penalty: 798.939697 Iteration 34Q: 3 clusters Score -340779.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -340801.968750 Penalty: 798.939697 Iteration 35Q: 3 clusters Score -340802 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -340830.562500 Penalty: 798.939697 Iteration 36Q: 3 clusters Score -340830.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -340857.281250 Penalty: 798.939697 Iteration 37Q: 3 clusters Score -340857.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -340881.781250 Penalty: 798.939697 Iteration 38Q: 3 clusters Score -340881.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -340906.343750 Penalty: 798.939697 Iteration 39Q: 3 clusters Score -340906.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -340929.937500 Penalty: 798.939697 Iteration 40F: 3 clusters Score -340929.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -340958.750000 Penalty: 798.939697 Iteration 41Q: 3 clusters Score -340958.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -340979.562500 Penalty: 798.939697 Iteration 42Q: 3 clusters Score -340979.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -340994.656250 Penalty: 798.939697 Iteration 43Q: 3 clusters Score -340994.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -341008.187500 Penalty: 798.939697 Iteration 44Q: 3 clusters Score -341008.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -341017.125000 Penalty: 798.939697 Iteration 45Q: 3 clusters Score -341017.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -341021.843750 Penalty: 798.939697 Iteration 46Q: 3 clusters Score -341021.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -341026.781250 Penalty: 798.939697 Iteration 47Q: 3 clusters Score -341026.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -341030.343750 Penalty: 798.939697 Iteration 48Q: 3 clusters Score -341030.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -341031.937500 Penalty: 798.939697 Iteration 49Q: 3 clusters Score -341031.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -341036.812500 Penalty: 798.939697 Iteration 50Q: 3 clusters Score -341036.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -341043.937500 Penalty: 798.939697 Iteration 51Q: 3 clusters Score -341043.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -341051.875000 Penalty: 798.939697 Iteration 52Q: 3 clusters Score -341051.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -341059.750000 Penalty: 798.939697 Iteration 53Q: 3 clusters Score -341059.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -341067.437500 Penalty: 798.939697 Iteration 54Q: 3 clusters Score -341067.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -341075.093750 Penalty: 798.939697 Iteration 55Q: 3 clusters Score -341075.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -341081.312500 Penalty: 798.939697 Iteration 56Q: 3 clusters Score -341081.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -341086.000000 Penalty: 798.939697 Iteration 57Q: 3 clusters Score -341086 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -341091.562500 Penalty: 798.939697 Iteration 58Q: 3 clusters Score -341091.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -341098.000000 Penalty: 798.939697 Iteration 59Q: 3 clusters Score -341098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -341105.250000 Penalty: 798.939697 Iteration 60F: 3 clusters Score -341105.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -341109.125000 Penalty: 798.939697 Iteration 61Q: 3 clusters Score -341109.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -341110.781250 Penalty: 798.939697 Iteration 62Q: 3 clusters Score -341110.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -341116.187500 Penalty: 798.939697 Iteration 63Q: 3 clusters Score -341116.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -341116.875000 Penalty: 798.939697 Iteration 64Q: 3 clusters Score -341116.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -341117.093750 Penalty: 798.939697 Iteration 65Q: 3 clusters Score -341117.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -341117.093750 Penalty: 798.939697 Iteration 66F: 3 clusters Score -341117.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -13311.821289 Penalty: 273.512665 Iteration 0F: 2 clusters Score -13311.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12902.021484 Penalty: 547.025330 Iteration 0F: 3 clusters Score -12902.02 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13098.391602 Penalty: 547.025330 Iteration 1F: 3 clusters Score -13098.39 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13164.672852 Penalty: 547.025330 Iteration 2F: 3 clusters Score -13164.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -13206.543945 Penalty: 547.025330 Iteration 3Q: 3 clusters Score -13206.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13224.708008 Penalty: 547.025330 Iteration 4Q: 3 clusters Score -13224.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -13241.385742 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -13241.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -13254.249023 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -13254.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13256.047852 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -13256.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13256.047852 Penalty: 547.025330 Iteration 8F: 3 clusters Score -13256.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -108610.312500 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108610.3 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -109090.023438 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109090 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -109199.078125 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109199.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -109305.171875 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109305.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -109426.703125 Penalty: 686.966553 Iteration 4F: 3 clusters Score -109426.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -109520.609375 Penalty: 686.966553 Iteration 5F: 3 clusters Score -109520.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -109581.671875 Penalty: 686.966553 Iteration 6Q: 3 clusters Score -109581.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -109629.460938 Penalty: 686.966553 Iteration 7Q: 3 clusters Score -109629.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -109680.648438 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109680.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -109709.546875 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109709.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -109722.109375 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109722.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -109730.546875 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109730.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -109737.328125 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109737.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -109741.171875 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109741.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -109742.273438 Penalty: 686.966553 Iteration 14Q: 3 clusters Score -109742.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -109742.273438 Penalty: 686.966553 Iteration 15F: 3 clusters Score -109742.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66629 members Entering Unmasked Estep Score: -3642614.750000 Penalty: 505.363739 Iteration 0F: 2 clusters Score -3642615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33238 members Mstep: Class 2 contains 33391 members Entering Unmasked Estep Score: -3597852.000000 Penalty: 1010.727478 Iteration 0F: 3 clusters Score -3597852 nChanged 32335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29327 members Mstep: Class 2 contains 37302 members Entering Unmasked Estep Score: -3617511.000000 Penalty: 1010.727478 Iteration 1F: 3 clusters Score -3617511 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Mstep: Class 2 contains 39949 members Entering Unmasked Estep Score: -3619692.750000 Penalty: 1010.727478 Iteration 2F: 3 clusters Score -3619693 nChanged 4763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 43208 members Entering Unmasked Estep Score: -3622671.000000 Penalty: 1010.727478 Iteration 3F: 3 clusters Score -3622671 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 46710 members Entering Unmasked Estep Score: -3626204.500000 Penalty: 1010.727478 Iteration 4F: 3 clusters Score -3626204 nChanged 4651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 50251 members Entering Unmasked Estep Score: -3629953.750000 Penalty: 1010.727478 Iteration 5F: 3 clusters Score -3629954 nChanged 3788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 53355 members Entering Unmasked Estep Score: -3633349.750000 Penalty: 1010.727478 Iteration 6F: 3 clusters Score -3633350 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 55787 members Entering Unmasked Estep Score: -3635957.000000 Penalty: 1010.727478 Iteration 7Q: 3 clusters Score -3635957 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 57432 members Entering Unmasked Estep Score: -3637521.750000 Penalty: 1010.727478 Iteration 8Q: 3 clusters Score -3637522 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 58661 members Entering Unmasked Estep Score: -3638407.250000 Penalty: 1010.727478 Iteration 9Q: 3 clusters Score -3638407 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 59689 members Entering Unmasked Estep Score: -3639007.750000 Penalty: 1010.727478 Iteration 10Q: 3 clusters Score -3639008 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 60609 members Entering Unmasked Estep Score: -3639468.000000 Penalty: 1010.727478 Iteration 11Q: 3 clusters Score -3639468 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 61443 members Entering Unmasked Estep Score: -3639847.250000 Penalty: 1010.727478 Iteration 12Q: 3 clusters Score -3639847 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 62186 members Entering Unmasked Estep Score: -3640205.500000 Penalty: 1010.727478 Iteration 13Q: 3 clusters Score -3640206 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 62832 members Entering Unmasked Estep Score: -3640496.250000 Penalty: 1010.727478 Iteration 14Q: 3 clusters Score -3640496 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 63432 members Entering Unmasked Estep Score: -3640798.750000 Penalty: 1010.727478 Iteration 15Q: 3 clusters Score -3640799 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 63949 members Entering Unmasked Estep Score: -3641089.000000 Penalty: 1010.727478 Iteration 16Q: 3 clusters Score -3641089 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 64390 members Entering Unmasked Estep Score: -3641318.500000 Penalty: 1010.727478 Iteration 17Q: 3 clusters Score -3641318 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 64778 members Entering Unmasked Estep Score: -3641503.250000 Penalty: 1010.727478 Iteration 18Q: 3 clusters Score -3641503 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 65111 members Entering Unmasked Estep Score: -3641668.500000 Penalty: 1010.727478 Iteration 19Q: 3 clusters Score -3641668 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 65404 members Entering Unmasked Estep Score: -3641818.000000 Penalty: 1010.727478 Iteration 20F: 3 clusters Score -3641818 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 65635 members Entering Unmasked Estep Score: -3641949.500000 Penalty: 1010.727478 Iteration 21Q: 3 clusters Score -3641950 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 65828 members Entering Unmasked Estep Score: -3642058.000000 Penalty: 1010.727478 Iteration 22Q: 3 clusters Score -3642058 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 65952 members Entering Unmasked Estep Score: -3642117.500000 Penalty: 1010.727478 Iteration 23Q: 3 clusters Score -3642118 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 66045 members Entering Unmasked Estep Score: -3642174.250000 Penalty: 1010.727478 Iteration 24Q: 3 clusters Score -3642174 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 66112 members Entering Unmasked Estep Score: -3642212.250000 Penalty: 1010.727478 Iteration 25Q: 3 clusters Score -3642212 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 66162 members Entering Unmasked Estep Score: -3642233.500000 Penalty: 1010.727478 Iteration 26Q: 3 clusters Score -3642234 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 66196 members Entering Unmasked Estep Score: -3642243.500000 Penalty: 1010.727478 Iteration 27Q: 3 clusters Score -3642244 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 66219 members Entering Unmasked Estep Score: -3642247.250000 Penalty: 1010.727478 Iteration 28Q: 3 clusters Score -3642247 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 66234 members Entering Unmasked Estep Score: -3642260.250000 Penalty: 1010.727478 Iteration 29Q: 3 clusters Score -3642260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 66246 members Entering Unmasked Estep Score: -3642268.000000 Penalty: 1010.727478 Iteration 30Q: 3 clusters Score -3642268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 66258 members Entering Unmasked Estep Score: -3642271.250000 Penalty: 1010.727478 Iteration 31Q: 3 clusters Score -3642271 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 66265 members Entering Unmasked Estep Score: -3642276.250000 Penalty: 1010.727478 Iteration 32Q: 3 clusters Score -3642276 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 66274 members Entering Unmasked Estep Score: -3642275.250000 Penalty: 1010.727478 Iteration 33Q: 3 clusters Score -3642275 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 66278 members Entering Unmasked Estep Score: -3642274.750000 Penalty: 1010.727478 Iteration 34Q: 3 clusters Score -3642275 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 66282 members Entering Unmasked Estep Score: -3642275.500000 Penalty: 1010.727478 Iteration 35Q: 3 clusters Score -3642276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 66284 members Entering Unmasked Estep Score: -3642273.750000 Penalty: 1010.727478 Iteration 36Q: 3 clusters Score -3642274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 66284 members Entering Unmasked Estep Score: -3642274.500000 Penalty: 1010.727478 Iteration 37Q: 3 clusters Score -3642274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 66284 members Entering Unmasked Estep Score: -3642276.750000 Penalty: 1010.727478 Iteration 38Q: 3 clusters Score -3642277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 66285 members Entering Unmasked Estep Score: -3642278.750000 Penalty: 1010.727478 Iteration 39Q: 3 clusters Score -3642279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 66285 members Entering Unmasked Estep Score: -3642278.750000 Penalty: 1010.727478 Iteration 40F: 3 clusters Score -3642279 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (19961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Entering Unmasked Estep Score: -1041008.875000 Penalty: 450.519897 Iteration 0F: 2 clusters Score -1041009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1027783.562500 Penalty: 901.039795 Iteration 0F: 3 clusters Score -1027784 nChanged 9426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -1033600.375000 Penalty: 901.039795 Iteration 1F: 3 clusters Score -1033600 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -1034016.250000 Penalty: 901.039795 Iteration 2F: 3 clusters Score -1034016 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -1034589.437500 Penalty: 901.039795 Iteration 3F: 3 clusters Score -1034589 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -1035349.375000 Penalty: 901.039795 Iteration 4F: 3 clusters Score -1035349 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1036187.062500 Penalty: 901.039795 Iteration 5F: 3 clusters Score -1036187 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -1036875.500000 Penalty: 901.039795 Iteration 6F: 3 clusters Score -1036876 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -1037234.937500 Penalty: 901.039795 Iteration 7Q: 3 clusters Score -1037235 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1037384.875000 Penalty: 901.039795 Iteration 8Q: 3 clusters Score -1037385 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -1037454.000000 Penalty: 901.039795 Iteration 9Q: 3 clusters Score -1037454 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1037501.812500 Penalty: 901.039795 Iteration 10Q: 3 clusters Score -1037502 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -1037540.812500 Penalty: 901.039795 Iteration 11Q: 3 clusters Score -1037541 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1037574.125000 Penalty: 901.039795 Iteration 12Q: 3 clusters Score -1037574 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1037605.625000 Penalty: 901.039795 Iteration 13Q: 3 clusters Score -1037606 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1037634.500000 Penalty: 901.039795 Iteration 14Q: 3 clusters Score -1037634 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -1037661.750000 Penalty: 901.039795 Iteration 15Q: 3 clusters Score -1037662 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -1037689.750000 Penalty: 901.039795 Iteration 16Q: 3 clusters Score -1037690 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -1037710.812500 Penalty: 901.039795 Iteration 17Q: 3 clusters Score -1037711 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -1037736.125000 Penalty: 901.039795 Iteration 18Q: 3 clusters Score -1037736 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -1037762.187500 Penalty: 901.039795 Iteration 19Q: 3 clusters Score -1037762 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -1037798.750000 Penalty: 901.039795 Iteration 20F: 3 clusters Score -1037799 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1037847.500000 Penalty: 901.039795 Iteration 21Q: 3 clusters Score -1037848 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -1037904.437500 Penalty: 901.039795 Iteration 22Q: 3 clusters Score -1037904 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12496 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -1037976.875000 Penalty: 901.039795 Iteration 23Q: 3 clusters Score -1037977 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12698 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1038055.500000 Penalty: 901.039795 Iteration 24Q: 3 clusters Score -1038056 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1038167.125000 Penalty: 901.039795 Iteration 25Q: 3 clusters Score -1038167 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13165 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1038294.750000 Penalty: 901.039795 Iteration 26Q: 3 clusters Score -1038295 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1038465.187500 Penalty: 901.039795 Iteration 27Q: 3 clusters Score -1038465 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1038695.312500 Penalty: 901.039795 Iteration 28Q: 3 clusters Score -1038695 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1038976.000000 Penalty: 901.039795 Iteration 29Q: 3 clusters Score -1038976 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1039269.375000 Penalty: 901.039795 Iteration 30Q: 3 clusters Score -1039269 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1039521.875000 Penalty: 901.039795 Iteration 31Q: 3 clusters Score -1039522 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1039766.187500 Penalty: 901.039795 Iteration 32Q: 3 clusters Score -1039766 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14760 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1039965.062500 Penalty: 901.039795 Iteration 33Q: 3 clusters Score -1039965 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -1040102.875000 Penalty: 901.039795 Iteration 34Q: 3 clusters Score -1040103 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15020 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1040182.625000 Penalty: 901.039795 Iteration 35Q: 3 clusters Score -1040183 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1040235.500000 Penalty: 901.039795 Iteration 36Q: 3 clusters Score -1040236 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1040270.437500 Penalty: 901.039795 Iteration 37Q: 3 clusters Score -1040270 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1040290.312500 Penalty: 901.039795 Iteration 38Q: 3 clusters Score -1040290 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15322 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1040301.875000 Penalty: 901.039795 Iteration 39Q: 3 clusters Score -1040302 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15378 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1040331.500000 Penalty: 901.039795 Iteration 40F: 3 clusters Score -1040332 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1040344.687500 Penalty: 901.039795 Iteration 41Q: 3 clusters Score -1040345 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15470 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1040351.562500 Penalty: 901.039795 Iteration 42Q: 3 clusters Score -1040352 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1040355.875000 Penalty: 901.039795 Iteration 43Q: 3 clusters Score -1040356 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15535 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1040361.187500 Penalty: 901.039795 Iteration 44Q: 3 clusters Score -1040361 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1040361.000000 Penalty: 901.039795 Iteration 45Q: 3 clusters Score -1040361 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1040362.937500 Penalty: 901.039795 Iteration 46Q: 3 clusters Score -1040363 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15582 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1040362.750000 Penalty: 901.039795 Iteration 47Q: 3 clusters Score -1040363 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1040364.375000 Penalty: 901.039795 Iteration 48Q: 3 clusters Score -1040364 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -1040365.875000 Penalty: 901.039795 Iteration 49Q: 3 clusters Score -1040366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1040366.937500 Penalty: 901.039795 Iteration 50Q: 3 clusters Score -1040367 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1040366.875000 Penalty: 901.039795 Iteration 51Q: 3 clusters Score -1040367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1040367.500000 Penalty: 901.039795 Iteration 52Q: 3 clusters Score -1040368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1040364.812500 Penalty: 901.039795 Iteration 53Q: 3 clusters Score -1040365 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15660 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1040365.125000 Penalty: 901.039795 Iteration 54Q: 3 clusters Score -1040365 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1040367.375000 Penalty: 901.039795 Iteration 55Q: 3 clusters Score -1040367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15673 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1040367.437500 Penalty: 901.039795 Iteration 56Q: 3 clusters Score -1040367 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1040368.750000 Penalty: 901.039795 Iteration 57Q: 3 clusters Score -1040369 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1040367.250000 Penalty: 901.039795 Iteration 58Q: 3 clusters Score -1040367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15699 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1040366.812500 Penalty: 901.039795 Iteration 59Q: 3 clusters Score -1040367 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1040369.250000 Penalty: 901.039795 Iteration 60F: 3 clusters Score -1040369 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1040372.875000 Penalty: 901.039795 Iteration 61Q: 3 clusters Score -1040373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1040372.875000 Penalty: 901.039795 Iteration 62Q: 3 clusters Score -1040373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1040374.687500 Penalty: 901.039795 Iteration 63Q: 3 clusters Score -1040375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1040377.500000 Penalty: 901.039795 Iteration 64Q: 3 clusters Score -1040378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1040377.812500 Penalty: 901.039795 Iteration 65Q: 3 clusters Score -1040378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1040377.437500 Penalty: 901.039795 Iteration 66Q: 3 clusters Score -1040377 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15803 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1040375.625000 Penalty: 901.039795 Iteration 67Q: 3 clusters Score -1040376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1040377.812500 Penalty: 901.039795 Iteration 68Q: 3 clusters Score -1040378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15809 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -1040377.250000 Penalty: 901.039795 Iteration 69Q: 3 clusters Score -1040377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1040377.375000 Penalty: 901.039795 Iteration 70Q: 3 clusters Score -1040377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1040377.625000 Penalty: 901.039795 Iteration 71Q: 3 clusters Score -1040378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1040377.625000 Penalty: 901.039795 Iteration 72F: 3 clusters Score -1040378 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26648 members Entering Unmasked Estep Score: -1491899.875000 Penalty: 463.666382 Iteration 0F: 2 clusters Score -1491900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -1474113.375000 Penalty: 927.332764 Iteration 0F: 3 clusters Score -1474113 nChanged 12769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -1482312.875000 Penalty: 927.332764 Iteration 1F: 3 clusters Score -1482313 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1484001.500000 Penalty: 927.332764 Iteration 2F: 3 clusters Score -1484002 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -1486358.250000 Penalty: 927.332764 Iteration 3F: 3 clusters Score -1486358 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21865 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -1488608.375000 Penalty: 927.332764 Iteration 4F: 3 clusters Score -1488608 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23248 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1490088.500000 Penalty: 927.332764 Iteration 5F: 3 clusters Score -1490088 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24034 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1490760.375000 Penalty: 927.332764 Iteration 6Q: 3 clusters Score -1490760 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24527 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1491098.000000 Penalty: 927.332764 Iteration 7Q: 3 clusters Score -1491098 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24814 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1491290.375000 Penalty: 927.332764 Iteration 8Q: 3 clusters Score -1491290 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25007 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1491463.625000 Penalty: 927.332764 Iteration 9Q: 3 clusters Score -1491464 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25140 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1491573.500000 Penalty: 927.332764 Iteration 10Q: 3 clusters Score -1491574 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25238 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1491664.125000 Penalty: 927.332764 Iteration 11Q: 3 clusters Score -1491664 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25325 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1491729.875000 Penalty: 927.332764 Iteration 12Q: 3 clusters Score -1491730 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1491767.625000 Penalty: 927.332764 Iteration 13Q: 3 clusters Score -1491768 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25429 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1491792.000000 Penalty: 927.332764 Iteration 14Q: 3 clusters Score -1491792 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25462 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1491808.875000 Penalty: 927.332764 Iteration 15Q: 3 clusters Score -1491809 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25481 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1491819.000000 Penalty: 927.332764 Iteration 16Q: 3 clusters Score -1491819 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25501 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -1491824.750000 Penalty: 927.332764 Iteration 17Q: 3 clusters Score -1491825 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25516 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1491827.250000 Penalty: 927.332764 Iteration 18Q: 3 clusters Score -1491827 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25527 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1491833.375000 Penalty: 927.332764 Iteration 19Q: 3 clusters Score -1491833 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25537 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1491835.125000 Penalty: 927.332764 Iteration 20F: 3 clusters Score -1491835 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25544 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1491832.375000 Penalty: 927.332764 Iteration 21Q: 3 clusters Score -1491832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25554 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1491836.625000 Penalty: 927.332764 Iteration 22Q: 3 clusters Score -1491837 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1491843.500000 Penalty: 927.332764 Iteration 23Q: 3 clusters Score -1491844 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1491843.750000 Penalty: 927.332764 Iteration 24Q: 3 clusters Score -1491844 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1491845.000000 Penalty: 927.332764 Iteration 25Q: 3 clusters Score -1491845 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25598 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1491844.500000 Penalty: 927.332764 Iteration 26Q: 3 clusters Score -1491844 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1491843.500000 Penalty: 927.332764 Iteration 27Q: 3 clusters Score -1491844 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25608 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1491846.625000 Penalty: 927.332764 Iteration 28Q: 3 clusters Score -1491847 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25610 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1491846.375000 Penalty: 927.332764 Iteration 29Q: 3 clusters Score -1491846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25610 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1491846.125000 Penalty: 927.332764 Iteration 30Q: 3 clusters Score -1491846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25609 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1491848.125000 Penalty: 927.332764 Iteration 31Q: 3 clusters Score -1491848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25609 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1491848.125000 Penalty: 927.332764 Iteration 32F: 3 clusters Score -1491848 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Entering Unmasked Estep Score: -138652.015625 Penalty: 363.847748 Iteration 0F: 2 clusters Score -138652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -136593.484375 Penalty: 727.695496 Iteration 0F: 3 clusters Score -136593.5 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -137336.421875 Penalty: 727.695496 Iteration 1F: 3 clusters Score -137336.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -137440.296875 Penalty: 727.695496 Iteration 2F: 3 clusters Score -137440.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -137522.906250 Penalty: 727.695496 Iteration 3F: 3 clusters Score -137522.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -137581.640625 Penalty: 727.695496 Iteration 4Q: 3 clusters Score -137581.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -137634.296875 Penalty: 727.695496 Iteration 5Q: 3 clusters Score -137634.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -137681.046875 Penalty: 727.695496 Iteration 6Q: 3 clusters Score -137681 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -137718.156250 Penalty: 727.695496 Iteration 7Q: 3 clusters Score -137718.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -137750.671875 Penalty: 727.695496 Iteration 8Q: 3 clusters Score -137750.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -137785.718750 Penalty: 727.695496 Iteration 9Q: 3 clusters Score -137785.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -137836.515625 Penalty: 727.695496 Iteration 10Q: 3 clusters Score -137836.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -137890.093750 Penalty: 727.695496 Iteration 11Q: 3 clusters Score -137890.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -137940.687500 Penalty: 727.695496 Iteration 12Q: 3 clusters Score -137940.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -137981.703125 Penalty: 727.695496 Iteration 13Q: 3 clusters Score -137981.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -138015.921875 Penalty: 727.695496 Iteration 14Q: 3 clusters Score -138015.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -138056.421875 Penalty: 727.695496 Iteration 15Q: 3 clusters Score -138056.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -138103.218750 Penalty: 727.695496 Iteration 16Q: 3 clusters Score -138103.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -138166.328125 Penalty: 727.695496 Iteration 17Q: 3 clusters Score -138166.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -138203.703125 Penalty: 727.695496 Iteration 18Q: 3 clusters Score -138203.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -138233.921875 Penalty: 727.695496 Iteration 19Q: 3 clusters Score -138233.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -138262.578125 Penalty: 727.695496 Iteration 20F: 3 clusters Score -138262.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -138295.703125 Penalty: 727.695496 Iteration 21Q: 3 clusters Score -138295.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -138306.750000 Penalty: 727.695496 Iteration 22Q: 3 clusters Score -138306.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -138309.515625 Penalty: 727.695496 Iteration 23Q: 3 clusters Score -138309.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -138310.250000 Penalty: 727.695496 Iteration 24Q: 3 clusters Score -138310.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -138311.437500 Penalty: 727.695496 Iteration 25Q: 3 clusters Score -138311.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -138312.859375 Penalty: 727.695496 Iteration 26Q: 3 clusters Score -138312.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -138316.765625 Penalty: 727.695496 Iteration 27Q: 3 clusters Score -138316.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -138320.687500 Penalty: 727.695496 Iteration 28Q: 3 clusters Score -138320.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -138323.750000 Penalty: 727.695496 Iteration 29Q: 3 clusters Score -138323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -138327.531250 Penalty: 727.695496 Iteration 30Q: 3 clusters Score -138327.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -138328.781250 Penalty: 727.695496 Iteration 31Q: 3 clusters Score -138328.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -138331.781250 Penalty: 727.695496 Iteration 32Q: 3 clusters Score -138331.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -138335.687500 Penalty: 727.695496 Iteration 33Q: 3 clusters Score -138335.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -138337.218750 Penalty: 727.695496 Iteration 34Q: 3 clusters Score -138337.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -138339.984375 Penalty: 727.695496 Iteration 35Q: 3 clusters Score -138340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -138345.265625 Penalty: 727.695496 Iteration 36Q: 3 clusters Score -138345.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -138348.796875 Penalty: 727.695496 Iteration 37Q: 3 clusters Score -138348.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -138351.843750 Penalty: 727.695496 Iteration 38Q: 3 clusters Score -138351.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -138353.296875 Penalty: 727.695496 Iteration 39Q: 3 clusters Score -138353.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -138353.859375 Penalty: 727.695496 Iteration 40F: 3 clusters Score -138353.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Entering Unmasked Estep Score: -365366.031250 Penalty: 404.513672 Iteration 0F: 2 clusters Score -365366 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -360491.906250 Penalty: 809.027344 Iteration 0F: 3 clusters Score -360491.9 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -362603.906250 Penalty: 809.027344 Iteration 1F: 3 clusters Score -362603.9 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -362923.500000 Penalty: 809.027344 Iteration 2F: 3 clusters Score -362923.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -363289.500000 Penalty: 809.027344 Iteration 3F: 3 clusters Score -363289.5 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -363647.281250 Penalty: 809.027344 Iteration 4F: 3 clusters Score -363647.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -363941.968750 Penalty: 809.027344 Iteration 5F: 3 clusters Score -363942 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -364141.125000 Penalty: 809.027344 Iteration 6Q: 3 clusters Score -364141.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -364253.281250 Penalty: 809.027344 Iteration 7Q: 3 clusters Score -364253.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -364320.812500 Penalty: 809.027344 Iteration 8Q: 3 clusters Score -364320.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -364370.156250 Penalty: 809.027344 Iteration 9Q: 3 clusters Score -364370.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -364417.656250 Penalty: 809.027344 Iteration 10Q: 3 clusters Score -364417.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -364450.218750 Penalty: 809.027344 Iteration 11Q: 3 clusters Score -364450.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -364486.093750 Penalty: 809.027344 Iteration 12Q: 3 clusters Score -364486.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -364522.093750 Penalty: 809.027344 Iteration 13Q: 3 clusters Score -364522.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -364558.062500 Penalty: 809.027344 Iteration 14Q: 3 clusters Score -364558.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -364604.406250 Penalty: 809.027344 Iteration 15Q: 3 clusters Score -364604.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -364642.937500 Penalty: 809.027344 Iteration 16Q: 3 clusters Score -364642.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -364679.250000 Penalty: 809.027344 Iteration 17Q: 3 clusters Score -364679.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -364708.125000 Penalty: 809.027344 Iteration 18Q: 3 clusters Score -364708.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -364732.875000 Penalty: 809.027344 Iteration 19Q: 3 clusters Score -364732.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -364751.343750 Penalty: 809.027344 Iteration 20F: 3 clusters Score -364751.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -364768.812500 Penalty: 809.027344 Iteration 21Q: 3 clusters Score -364768.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -364780.031250 Penalty: 809.027344 Iteration 22Q: 3 clusters Score -364780 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -364791.750000 Penalty: 809.027344 Iteration 23Q: 3 clusters Score -364791.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -364803.531250 Penalty: 809.027344 Iteration 24Q: 3 clusters Score -364803.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -364814.218750 Penalty: 809.027344 Iteration 25Q: 3 clusters Score -364814.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -364826.875000 Penalty: 809.027344 Iteration 26Q: 3 clusters Score -364826.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -364838.468750 Penalty: 809.027344 Iteration 27Q: 3 clusters Score -364838.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -364844.781250 Penalty: 809.027344 Iteration 28Q: 3 clusters Score -364844.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -364852.843750 Penalty: 809.027344 Iteration 29Q: 3 clusters Score -364852.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -364860.531250 Penalty: 809.027344 Iteration 30Q: 3 clusters Score -364860.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -364868.937500 Penalty: 809.027344 Iteration 31Q: 3 clusters Score -364868.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -364875.937500 Penalty: 809.027344 Iteration 32Q: 3 clusters Score -364875.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -364883.562500 Penalty: 809.027344 Iteration 33Q: 3 clusters Score -364883.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -364888.781250 Penalty: 809.027344 Iteration 34Q: 3 clusters Score -364888.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -364894.250000 Penalty: 809.027344 Iteration 35Q: 3 clusters Score -364894.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -364899.062500 Penalty: 809.027344 Iteration 36Q: 3 clusters Score -364899.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -364904.718750 Penalty: 809.027344 Iteration 37Q: 3 clusters Score -364904.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -364910.718750 Penalty: 809.027344 Iteration 38Q: 3 clusters Score -364910.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -364915.531250 Penalty: 809.027344 Iteration 39Q: 3 clusters Score -364915.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -364919.968750 Penalty: 809.027344 Iteration 40F: 3 clusters Score -364920 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -364925.687500 Penalty: 809.027344 Iteration 41Q: 3 clusters Score -364925.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -364930.062500 Penalty: 809.027344 Iteration 42Q: 3 clusters Score -364930.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -364932.875000 Penalty: 809.027344 Iteration 43Q: 3 clusters Score -364932.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -364935.062500 Penalty: 809.027344 Iteration 44Q: 3 clusters Score -364935.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -364935.531250 Penalty: 809.027344 Iteration 45Q: 3 clusters Score -364935.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -364937.656250 Penalty: 809.027344 Iteration 46Q: 3 clusters Score -364937.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -364939.125000 Penalty: 809.027344 Iteration 47Q: 3 clusters Score -364939.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -364941.125000 Penalty: 809.027344 Iteration 48Q: 3 clusters Score -364941.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -364943.281250 Penalty: 809.027344 Iteration 49Q: 3 clusters Score -364943.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -364944.093750 Penalty: 809.027344 Iteration 50Q: 3 clusters Score -364944.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -364947.125000 Penalty: 809.027344 Iteration 51Q: 3 clusters Score -364947.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -364949.062500 Penalty: 809.027344 Iteration 52Q: 3 clusters Score -364949.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -364951.781250 Penalty: 809.027344 Iteration 53Q: 3 clusters Score -364951.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -364954.031250 Penalty: 809.027344 Iteration 54Q: 3 clusters Score -364954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -364955.625000 Penalty: 809.027344 Iteration 55Q: 3 clusters Score -364955.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -364956.875000 Penalty: 809.027344 Iteration 56Q: 3 clusters Score -364956.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -364958.125000 Penalty: 809.027344 Iteration 57Q: 3 clusters Score -364958.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -364959.718750 Penalty: 809.027344 Iteration 58Q: 3 clusters Score -364959.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -364964.031250 Penalty: 809.027344 Iteration 59Q: 3 clusters Score -364964 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -364965.031250 Penalty: 809.027344 Iteration 60F: 3 clusters Score -364965 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -364966.875000 Penalty: 809.027344 Iteration 61Q: 3 clusters Score -364966.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -364968.531250 Penalty: 809.027344 Iteration 62Q: 3 clusters Score -364968.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -364970.125000 Penalty: 809.027344 Iteration 63Q: 3 clusters Score -364970.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -364971.375000 Penalty: 809.027344 Iteration 64Q: 3 clusters Score -364971.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -364972.750000 Penalty: 809.027344 Iteration 65Q: 3 clusters Score -364972.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -364974.125000 Penalty: 809.027344 Iteration 66Q: 3 clusters Score -364974.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -364975.500000 Penalty: 809.027344 Iteration 67Q: 3 clusters Score -364975.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -364976.031250 Penalty: 809.027344 Iteration 68Q: 3 clusters Score -364976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -364978.125000 Penalty: 809.027344 Iteration 69Q: 3 clusters Score -364978.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -364979.562500 Penalty: 809.027344 Iteration 70Q: 3 clusters Score -364979.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -364980.031250 Penalty: 809.027344 Iteration 71Q: 3 clusters Score -364980 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -364981.562500 Penalty: 809.027344 Iteration 72Q: 3 clusters Score -364981.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -364982.968750 Penalty: 809.027344 Iteration 73Q: 3 clusters Score -364983 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -364983.687500 Penalty: 809.027344 Iteration 74Q: 3 clusters Score -364983.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -364983.593750 Penalty: 809.027344 Iteration 75Q: 3 clusters Score -364983.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -364984.625000 Penalty: 809.027344 Iteration 76Q: 3 clusters Score -364984.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -364984.375000 Penalty: 809.027344 Iteration 77Q: 3 clusters Score -364984.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -364984.781250 Penalty: 809.027344 Iteration 78Q: 3 clusters Score -364984.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -364985.000000 Penalty: 809.027344 Iteration 79Q: 3 clusters Score -364985 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -364985.250000 Penalty: 809.027344 Iteration 80F: 3 clusters Score -364985.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Entering Unmasked Estep Score: -241582.312500 Penalty: 380.468384 Iteration 0F: 2 clusters Score -241582.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -238663.468750 Penalty: 760.936768 Iteration 0F: 3 clusters Score -238663.5 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -239878.203125 Penalty: 760.936768 Iteration 1F: 3 clusters Score -239878.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -240158.031250 Penalty: 760.936768 Iteration 2F: 3 clusters Score -240158 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -240503.750000 Penalty: 760.936768 Iteration 3F: 3 clusters Score -240503.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -240829.953125 Penalty: 760.936768 Iteration 4F: 3 clusters Score -240830 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -241075.312500 Penalty: 760.936768 Iteration 5F: 3 clusters Score -241075.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -241233.796875 Penalty: 760.936768 Iteration 6Q: 3 clusters Score -241233.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -241332.515625 Penalty: 760.936768 Iteration 7Q: 3 clusters Score -241332.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -241390.187500 Penalty: 760.936768 Iteration 8Q: 3 clusters Score -241390.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -241436.781250 Penalty: 760.936768 Iteration 9Q: 3 clusters Score -241436.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -241470.734375 Penalty: 760.936768 Iteration 10Q: 3 clusters Score -241470.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -241500.593750 Penalty: 760.936768 Iteration 11Q: 3 clusters Score -241500.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -241514.109375 Penalty: 760.936768 Iteration 12Q: 3 clusters Score -241514.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -241520.046875 Penalty: 760.936768 Iteration 13Q: 3 clusters Score -241520 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -241525.640625 Penalty: 760.936768 Iteration 14Q: 3 clusters Score -241525.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -241534.656250 Penalty: 760.936768 Iteration 15Q: 3 clusters Score -241534.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -241546.140625 Penalty: 760.936768 Iteration 16Q: 3 clusters Score -241546.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -241554.906250 Penalty: 760.936768 Iteration 17Q: 3 clusters Score -241554.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -241561.265625 Penalty: 760.936768 Iteration 18Q: 3 clusters Score -241561.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -241565.593750 Penalty: 760.936768 Iteration 19Q: 3 clusters Score -241565.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -241568.546875 Penalty: 760.936768 Iteration 20F: 3 clusters Score -241568.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -241571.375000 Penalty: 760.936768 Iteration 21Q: 3 clusters Score -241571.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -241577.000000 Penalty: 760.936768 Iteration 22Q: 3 clusters Score -241577 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -241583.546875 Penalty: 760.936768 Iteration 23Q: 3 clusters Score -241583.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -241590.406250 Penalty: 760.936768 Iteration 24Q: 3 clusters Score -241590.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -241596.046875 Penalty: 760.936768 Iteration 25Q: 3 clusters Score -241596 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -241603.515625 Penalty: 760.936768 Iteration 26Q: 3 clusters Score -241603.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -241611.640625 Penalty: 760.936768 Iteration 27Q: 3 clusters Score -241611.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -241621.015625 Penalty: 760.936768 Iteration 28Q: 3 clusters Score -241621 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -241628.734375 Penalty: 760.936768 Iteration 29Q: 3 clusters Score -241628.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -241634.265625 Penalty: 760.936768 Iteration 30Q: 3 clusters Score -241634.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -241638.156250 Penalty: 760.936768 Iteration 31Q: 3 clusters Score -241638.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -241641.312500 Penalty: 760.936768 Iteration 32Q: 3 clusters Score -241641.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -241641.593750 Penalty: 760.936768 Iteration 33Q: 3 clusters Score -241641.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -241641.750000 Penalty: 760.936768 Iteration 34Q: 3 clusters Score -241641.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -241641.750000 Penalty: 760.936768 Iteration 35F: 3 clusters Score -241641.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19961 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2971 members Mstep: Class 9 contains 7262 members Mstep: Class 10 contains 3804 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7937 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116969 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8549 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5641 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Mstep: Class 29 contains 477 members Entering Unmasked Estep Score: -21382194.000000 Penalty: 17064.539062 Splitting cluster 10 changes total score from -21382356.000000 to -21382194.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -130724.007812 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130724 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -131475.562500 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131475.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -131619.156250 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131619.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -131729.312500 Penalty: 723.975586 Iteration 3F: 3 clusters Score -131729.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -131811.171875 Penalty: 723.975586 Iteration 4F: 3 clusters Score -131811.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -131907.921875 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -131907.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -131979.843750 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -131979.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -132026.828125 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -132026.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -132062.828125 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -132062.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -132094.218750 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -132094.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -132126.828125 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132126.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -132147.390625 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132147.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -132160.531250 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132160.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -132169.093750 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132169.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -132180.656250 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132180.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -132192.046875 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132192 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -132202.531250 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132202.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -132207.875000 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132207.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -132216.812500 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132216.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -132226.125000 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132226.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -132233.328125 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132233.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -132240.015625 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132240 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -132251.046875 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -132251 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -132258.781250 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -132258.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -132268.468750 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -132268.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -132277.734375 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -132277.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -132284.468750 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -132284.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -132290.921875 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -132290.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -132297.046875 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -132297 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -132303.046875 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -132303 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -132307.890625 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -132307.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -132313.296875 Penalty: 723.975586 Iteration 31Q: 3 clusters Score -132313.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -132317.906250 Penalty: 723.975586 Iteration 32Q: 3 clusters Score -132317.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -132319.765625 Penalty: 723.975586 Iteration 33Q: 3 clusters Score -132319.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -132320.812500 Penalty: 723.975586 Iteration 34Q: 3 clusters Score -132320.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -132322.328125 Penalty: 723.975586 Iteration 35Q: 3 clusters Score -132322.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -132324.843750 Penalty: 723.975586 Iteration 36Q: 3 clusters Score -132324.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -132326.468750 Penalty: 723.975586 Iteration 37Q: 3 clusters Score -132326.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -132329.562500 Penalty: 723.975586 Iteration 38Q: 3 clusters Score -132329.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -132330.890625 Penalty: 723.975586 Iteration 39Q: 3 clusters Score -132330.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -132333.093750 Penalty: 723.975586 Iteration 40F: 3 clusters Score -132333.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -132334.234375 Penalty: 723.975586 Iteration 41Q: 3 clusters Score -132334.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -132335.109375 Penalty: 723.975586 Iteration 42Q: 3 clusters Score -132335.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -132335.265625 Penalty: 723.975586 Iteration 43Q: 3 clusters Score -132335.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -132335.328125 Penalty: 723.975586 Iteration 44Q: 3 clusters Score -132335.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -132335.515625 Penalty: 723.975586 Iteration 45Q: 3 clusters Score -132335.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -132335.515625 Penalty: 723.975586 Iteration 46F: 3 clusters Score -132335.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Entering Unmasked Estep Score: -429615.437500 Penalty: 408.557739 Iteration 0F: 2 clusters Score -429615.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -424313.968750 Penalty: 817.115479 Iteration 0F: 3 clusters Score -424314 nChanged 3655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -426429.687500 Penalty: 817.115479 Iteration 1F: 3 clusters Score -426429.7 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -426668.500000 Penalty: 817.115479 Iteration 2F: 3 clusters Score -426668.5 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -426956.250000 Penalty: 817.115479 Iteration 3F: 3 clusters Score -426956.2 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -427304.562500 Penalty: 817.115479 Iteration 4F: 3 clusters Score -427304.6 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -427625.843750 Penalty: 817.115479 Iteration 5F: 3 clusters Score -427625.8 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -427875.468750 Penalty: 817.115479 Iteration 6F: 3 clusters Score -427875.5 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -428076.656250 Penalty: 817.115479 Iteration 7Q: 3 clusters Score -428076.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -428203.218750 Penalty: 817.115479 Iteration 8Q: 3 clusters Score -428203.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -428315.406250 Penalty: 817.115479 Iteration 9Q: 3 clusters Score -428315.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -428417.531250 Penalty: 817.115479 Iteration 10Q: 3 clusters Score -428417.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -428518.687500 Penalty: 817.115479 Iteration 11Q: 3 clusters Score -428518.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -428606.593750 Penalty: 817.115479 Iteration 12Q: 3 clusters Score -428606.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -428674.187500 Penalty: 817.115479 Iteration 13Q: 3 clusters Score -428674.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -428732.812500 Penalty: 817.115479 Iteration 14Q: 3 clusters Score -428732.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -428788.593750 Penalty: 817.115479 Iteration 15Q: 3 clusters Score -428788.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -428840.250000 Penalty: 817.115479 Iteration 16Q: 3 clusters Score -428840.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -428893.468750 Penalty: 817.115479 Iteration 17Q: 3 clusters Score -428893.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -428947.468750 Penalty: 817.115479 Iteration 18Q: 3 clusters Score -428947.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -429007.687500 Penalty: 817.115479 Iteration 19Q: 3 clusters Score -429007.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -429064.625000 Penalty: 817.115479 Iteration 20F: 3 clusters Score -429064.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -429105.437500 Penalty: 817.115479 Iteration 21Q: 3 clusters Score -429105.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -429143.593750 Penalty: 817.115479 Iteration 22Q: 3 clusters Score -429143.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -429173.906250 Penalty: 817.115479 Iteration 23Q: 3 clusters Score -429173.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -429194.156250 Penalty: 817.115479 Iteration 24Q: 3 clusters Score -429194.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -429205.312500 Penalty: 817.115479 Iteration 25Q: 3 clusters Score -429205.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -429217.343750 Penalty: 817.115479 Iteration 26Q: 3 clusters Score -429217.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -429226.406250 Penalty: 817.115479 Iteration 27Q: 3 clusters Score -429226.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -429231.718750 Penalty: 817.115479 Iteration 28Q: 3 clusters Score -429231.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -429235.687500 Penalty: 817.115479 Iteration 29Q: 3 clusters Score -429235.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -429239.031250 Penalty: 817.115479 Iteration 30Q: 3 clusters Score -429239 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -429240.750000 Penalty: 817.115479 Iteration 31Q: 3 clusters Score -429240.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -429242.000000 Penalty: 817.115479 Iteration 32Q: 3 clusters Score -429242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -429245.593750 Penalty: 817.115479 Iteration 33Q: 3 clusters Score -429245.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -429246.750000 Penalty: 817.115479 Iteration 34Q: 3 clusters Score -429246.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -429247.500000 Penalty: 817.115479 Iteration 35Q: 3 clusters Score -429247.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -429247.906250 Penalty: 817.115479 Iteration 36Q: 3 clusters Score -429247.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -429247.906250 Penalty: 817.115479 Iteration 37F: 3 clusters Score -429247.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Entering Unmasked Estep Score: -271328.843750 Penalty: 384.996826 Iteration 0F: 2 clusters Score -271328.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -268063.500000 Penalty: 769.993652 Iteration 0F: 3 clusters Score -268063.5 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -269202.500000 Penalty: 769.993652 Iteration 1F: 3 clusters Score -269202.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -269304.687500 Penalty: 769.993652 Iteration 2F: 3 clusters Score -269304.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -269432.750000 Penalty: 769.993652 Iteration 3F: 3 clusters Score -269432.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -269577.156250 Penalty: 769.993652 Iteration 4F: 3 clusters Score -269577.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -269760.093750 Penalty: 769.993652 Iteration 5F: 3 clusters Score -269760.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -269992.000000 Penalty: 769.993652 Iteration 6F: 3 clusters Score -269992 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -270223.531250 Penalty: 769.993652 Iteration 7F: 3 clusters Score -270223.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -270425.562500 Penalty: 769.993652 Iteration 8F: 3 clusters Score -270425.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -270620.968750 Penalty: 769.993652 Iteration 9Q: 3 clusters Score -270621 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -270753.000000 Penalty: 769.993652 Iteration 10Q: 3 clusters Score -270753 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -270856.625000 Penalty: 769.993652 Iteration 11Q: 3 clusters Score -270856.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -270913.906250 Penalty: 769.993652 Iteration 12Q: 3 clusters Score -270913.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -270948.218750 Penalty: 769.993652 Iteration 13Q: 3 clusters Score -270948.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -270965.968750 Penalty: 769.993652 Iteration 14Q: 3 clusters Score -270966 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -270977.687500 Penalty: 769.993652 Iteration 15Q: 3 clusters Score -270977.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -270987.750000 Penalty: 769.993652 Iteration 16Q: 3 clusters Score -270987.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -270998.593750 Penalty: 769.993652 Iteration 17Q: 3 clusters Score -270998.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -271006.000000 Penalty: 769.993652 Iteration 18Q: 3 clusters Score -271006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -271010.031250 Penalty: 769.993652 Iteration 19Q: 3 clusters Score -271010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -271011.218750 Penalty: 769.993652 Iteration 20F: 3 clusters Score -271011.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -271011.718750 Penalty: 769.993652 Iteration 21Q: 3 clusters Score -271011.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -271012.500000 Penalty: 769.993652 Iteration 22Q: 3 clusters Score -271012.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -271012.937500 Penalty: 769.993652 Iteration 23Q: 3 clusters Score -271012.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -271014.812500 Penalty: 769.993652 Iteration 24Q: 3 clusters Score -271014.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -271017.312500 Penalty: 769.993652 Iteration 25Q: 3 clusters Score -271017.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -271020.156250 Penalty: 769.993652 Iteration 26Q: 3 clusters Score -271020.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -271022.750000 Penalty: 769.993652 Iteration 27Q: 3 clusters Score -271022.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -271023.593750 Penalty: 769.993652 Iteration 28Q: 3 clusters Score -271023.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -271023.375000 Penalty: 769.993652 Iteration 29Q: 3 clusters Score -271023.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -271023.375000 Penalty: 769.993652 Iteration 30F: 3 clusters Score -271023.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (43223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43223 members Entering Unmasked Estep Score: -2423098.500000 Penalty: 485.672791 Iteration 0F: 2 clusters Score -2423098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 21480 members Entering Unmasked Estep Score: -2394204.750000 Penalty: 971.345581 Iteration 0F: 3 clusters Score -2394205 nChanged 20741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 18893 members Entering Unmasked Estep Score: -2406386.250000 Penalty: 971.345581 Iteration 1F: 3 clusters Score -2406386 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26207 members Mstep: Class 2 contains 17016 members Entering Unmasked Estep Score: -2407497.500000 Penalty: 971.345581 Iteration 2F: 3 clusters Score -2407498 nChanged 3078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -2409468.250000 Penalty: 971.345581 Iteration 3F: 3 clusters Score -2409468 nChanged 3732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32453 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -2412434.500000 Penalty: 971.345581 Iteration 4F: 3 clusters Score -2412434 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36225 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -2416069.500000 Penalty: 971.345581 Iteration 5F: 3 clusters Score -2416070 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39371 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -2419245.000000 Penalty: 971.345581 Iteration 6F: 3 clusters Score -2419245 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41395 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -2421185.750000 Penalty: 971.345581 Iteration 7Q: 3 clusters Score -2421186 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42394 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -2422122.500000 Penalty: 971.345581 Iteration 8Q: 3 clusters Score -2422122 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42816 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -2422473.750000 Penalty: 971.345581 Iteration 9Q: 3 clusters Score -2422474 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42974 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -2422579.250000 Penalty: 971.345581 Iteration 10Q: 3 clusters Score -2422579 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43034 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2422630.000000 Penalty: 971.345581 Iteration 11Q: 3 clusters Score -2422630 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43059 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -2422660.750000 Penalty: 971.345581 Iteration 12Q: 3 clusters Score -2422661 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43073 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -2422676.250000 Penalty: 971.345581 Iteration 13Q: 3 clusters Score -2422676 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43071 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -2422689.000000 Penalty: 971.345581 Iteration 14Q: 3 clusters Score -2422689 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43075 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -2422706.250000 Penalty: 971.345581 Iteration 15Q: 3 clusters Score -2422706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43075 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -2422711.250000 Penalty: 971.345581 Iteration 16Q: 3 clusters Score -2422711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43077 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -2422709.000000 Penalty: 971.345581 Iteration 17Q: 3 clusters Score -2422709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43077 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -2422709.000000 Penalty: 971.345581 Iteration 18F: 3 clusters Score -2422709 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Entering Unmasked Estep Score: -130805.890625 Penalty: 356.302429 Iteration 0F: 2 clusters Score -130805.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -129018.398438 Penalty: 712.604858 Iteration 0F: 3 clusters Score -129018.4 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -129600.562500 Penalty: 712.604858 Iteration 1F: 3 clusters Score -129600.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -129702.578125 Penalty: 712.604858 Iteration 2F: 3 clusters Score -129702.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -129811.218750 Penalty: 712.604858 Iteration 3F: 3 clusters Score -129811.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -129882.984375 Penalty: 712.604858 Iteration 4F: 3 clusters Score -129883 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -129932.609375 Penalty: 712.604858 Iteration 5Q: 3 clusters Score -129932.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -129988.242188 Penalty: 712.604858 Iteration 6Q: 3 clusters Score -129988.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -130038.593750 Penalty: 712.604858 Iteration 7Q: 3 clusters Score -130038.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -130083.890625 Penalty: 712.604858 Iteration 8Q: 3 clusters Score -130083.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -130123.960938 Penalty: 712.604858 Iteration 9Q: 3 clusters Score -130124 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -130166.140625 Penalty: 712.604858 Iteration 10Q: 3 clusters Score -130166.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -130220.507812 Penalty: 712.604858 Iteration 11Q: 3 clusters Score -130220.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -130276.820312 Penalty: 712.604858 Iteration 12Q: 3 clusters Score -130276.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -130331.914062 Penalty: 712.604858 Iteration 13Q: 3 clusters Score -130331.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -130397.578125 Penalty: 712.604858 Iteration 14Q: 3 clusters Score -130397.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -130443.804688 Penalty: 712.604858 Iteration 15Q: 3 clusters Score -130443.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -130476.046875 Penalty: 712.604858 Iteration 16Q: 3 clusters Score -130476 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -130504.617188 Penalty: 712.604858 Iteration 17Q: 3 clusters Score -130504.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -130530.937500 Penalty: 712.604858 Iteration 18Q: 3 clusters Score -130530.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -130542.789062 Penalty: 712.604858 Iteration 19Q: 3 clusters Score -130542.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -130550.734375 Penalty: 712.604858 Iteration 20F: 3 clusters Score -130550.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -130559.804688 Penalty: 712.604858 Iteration 21Q: 3 clusters Score -130559.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -130564.726562 Penalty: 712.604858 Iteration 22Q: 3 clusters Score -130564.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -130565.007812 Penalty: 712.604858 Iteration 23Q: 3 clusters Score -130565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -130565.625000 Penalty: 712.604858 Iteration 24Q: 3 clusters Score -130565.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -130565.726562 Penalty: 712.604858 Iteration 25Q: 3 clusters Score -130565.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -130566.468750 Penalty: 712.604858 Iteration 26Q: 3 clusters Score -130566.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -130566.906250 Penalty: 712.604858 Iteration 27Q: 3 clusters Score -130566.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -130568.296875 Penalty: 712.604858 Iteration 28Q: 3 clusters Score -130568.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -130568.625000 Penalty: 712.604858 Iteration 29Q: 3 clusters Score -130568.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -130569.312500 Penalty: 712.604858 Iteration 30Q: 3 clusters Score -130569.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -130570.593750 Penalty: 712.604858 Iteration 31Q: 3 clusters Score -130570.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -130570.992188 Penalty: 712.604858 Iteration 32Q: 3 clusters Score -130571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -130573.890625 Penalty: 712.604858 Iteration 33Q: 3 clusters Score -130573.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -130574.343750 Penalty: 712.604858 Iteration 34Q: 3 clusters Score -130574.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -130574.773438 Penalty: 712.604858 Iteration 35Q: 3 clusters Score -130574.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -130576.257812 Penalty: 712.604858 Iteration 36Q: 3 clusters Score -130576.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -130578.992188 Penalty: 712.604858 Iteration 37Q: 3 clusters Score -130579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -130582.101562 Penalty: 712.604858 Iteration 38Q: 3 clusters Score -130582.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -130583.312500 Penalty: 712.604858 Iteration 39Q: 3 clusters Score -130583.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -130584.492188 Penalty: 712.604858 Iteration 40F: 3 clusters Score -130584.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -130586.289062 Penalty: 712.604858 Iteration 41Q: 3 clusters Score -130586.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -130587.335938 Penalty: 712.604858 Iteration 42Q: 3 clusters Score -130587.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -130588.031250 Penalty: 712.604858 Iteration 43Q: 3 clusters Score -130588 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -130588.031250 Penalty: 712.604858 Iteration 44F: 3 clusters Score -130588 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Entering Unmasked Estep Score: -108001.484375 Penalty: 351.742950 Iteration 0F: 2 clusters Score -108001.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -106395.304688 Penalty: 703.485901 Iteration 0F: 3 clusters Score -106395.3 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -106985.992188 Penalty: 703.485901 Iteration 1F: 3 clusters Score -106986 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -107119.968750 Penalty: 703.485901 Iteration 2F: 3 clusters Score -107120 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -107236.835938 Penalty: 703.485901 Iteration 3F: 3 clusters Score -107236.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -107329.703125 Penalty: 703.485901 Iteration 4F: 3 clusters Score -107329.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -107392.023438 Penalty: 703.485901 Iteration 5F: 3 clusters Score -107392 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -107437.304688 Penalty: 703.485901 Iteration 6Q: 3 clusters Score -107437.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -107475.117188 Penalty: 703.485901 Iteration 7Q: 3 clusters Score -107475.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -107508.523438 Penalty: 703.485901 Iteration 8Q: 3 clusters Score -107508.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -107539.671875 Penalty: 703.485901 Iteration 9Q: 3 clusters Score -107539.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -107562.054688 Penalty: 703.485901 Iteration 10Q: 3 clusters Score -107562.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -107589.312500 Penalty: 703.485901 Iteration 11Q: 3 clusters Score -107589.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -107616.632812 Penalty: 703.485901 Iteration 12Q: 3 clusters Score -107616.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -107640.414062 Penalty: 703.485901 Iteration 13Q: 3 clusters Score -107640.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -107666.242188 Penalty: 703.485901 Iteration 14Q: 3 clusters Score -107666.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -107693.976562 Penalty: 703.485901 Iteration 15Q: 3 clusters Score -107694 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -107717.796875 Penalty: 703.485901 Iteration 16Q: 3 clusters Score -107717.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -107738.890625 Penalty: 703.485901 Iteration 17Q: 3 clusters Score -107738.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -107758.242188 Penalty: 703.485901 Iteration 18Q: 3 clusters Score -107758.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -107772.500000 Penalty: 703.485901 Iteration 19Q: 3 clusters Score -107772.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -107783.085938 Penalty: 703.485901 Iteration 20F: 3 clusters Score -107783.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -107794.250000 Penalty: 703.485901 Iteration 21Q: 3 clusters Score -107794.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -107806.687500 Penalty: 703.485901 Iteration 22Q: 3 clusters Score -107806.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -107824.250000 Penalty: 703.485901 Iteration 23Q: 3 clusters Score -107824.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -107838.078125 Penalty: 703.485901 Iteration 24Q: 3 clusters Score -107838.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -107848.929688 Penalty: 703.485901 Iteration 25Q: 3 clusters Score -107848.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -107858.125000 Penalty: 703.485901 Iteration 26Q: 3 clusters Score -107858.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -107863.820312 Penalty: 703.485901 Iteration 27Q: 3 clusters Score -107863.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -107869.960938 Penalty: 703.485901 Iteration 28Q: 3 clusters Score -107870 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -107875.125000 Penalty: 703.485901 Iteration 29Q: 3 clusters Score -107875.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -107878.234375 Penalty: 703.485901 Iteration 30Q: 3 clusters Score -107878.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -107881.000000 Penalty: 703.485901 Iteration 31Q: 3 clusters Score -107881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -107885.304688 Penalty: 703.485901 Iteration 32Q: 3 clusters Score -107885.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -107889.609375 Penalty: 703.485901 Iteration 33Q: 3 clusters Score -107889.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -107890.718750 Penalty: 703.485901 Iteration 34Q: 3 clusters Score -107890.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -107892.203125 Penalty: 703.485901 Iteration 35Q: 3 clusters Score -107892.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -107892.328125 Penalty: 703.485901 Iteration 36Q: 3 clusters Score -107892.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -107892.593750 Penalty: 703.485901 Iteration 37Q: 3 clusters Score -107892.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -107893.132812 Penalty: 703.485901 Iteration 38Q: 3 clusters Score -107893.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -107893.132812 Penalty: 703.485901 Iteration 39F: 3 clusters Score -107893.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 13223 members Entering Unmasked Estep Score: -1378673.000000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378673 nChanged 12620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15160 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -1386224.625000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1386225 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16240 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1386907.375000 Penalty: 927.301941 Iteration 2F: 3 clusters Score -1386907 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -1387941.625000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1387942 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1389553.750000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1389554 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1391503.500000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1391504 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1393259.375000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1393259 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1394536.625000 Penalty: 927.301941 Iteration 7Q: 3 clusters Score -1394537 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25738 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1395246.500000 Penalty: 927.301941 Iteration 8Q: 3 clusters Score -1395246 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26151 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1395588.125000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1395588 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26372 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1395776.500000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1395776 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1395857.250000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1395857 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1395899.500000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1395900 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26539 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -1395925.875000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1395926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26551 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -1395936.625000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1395937 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26559 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -1395943.875000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1395944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26562 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1395947.250000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1395947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26565 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1395948.750000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1395949 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26564 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -1395950.125000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1395950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26565 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1395950.500000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1395950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26566 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1395950.750000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1395951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26567 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1395952.250000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1395952 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26567 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1395952.250000 Penalty: 927.301941 Iteration 22F: 3 clusters Score -1395952 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Entering Unmasked Estep Score: -115557.453125 Penalty: 350.875458 Iteration 0F: 2 clusters Score -115557.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -113999.914062 Penalty: 701.750916 Iteration 0F: 3 clusters Score -113999.9 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -114645.390625 Penalty: 701.750916 Iteration 1F: 3 clusters Score -114645.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -114752.328125 Penalty: 701.750916 Iteration 2F: 3 clusters Score -114752.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -114831.906250 Penalty: 701.750916 Iteration 3F: 3 clusters Score -114831.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -114903.742188 Penalty: 701.750916 Iteration 4Q: 3 clusters Score -114903.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -114984.101562 Penalty: 701.750916 Iteration 5Q: 3 clusters Score -114984.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -115038.921875 Penalty: 701.750916 Iteration 6Q: 3 clusters Score -115038.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -115100.015625 Penalty: 701.750916 Iteration 7Q: 3 clusters Score -115100 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -115149.390625 Penalty: 701.750916 Iteration 8Q: 3 clusters Score -115149.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -115196.335938 Penalty: 701.750916 Iteration 9Q: 3 clusters Score -115196.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -115231.031250 Penalty: 701.750916 Iteration 10Q: 3 clusters Score -115231 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -115262.406250 Penalty: 701.750916 Iteration 11Q: 3 clusters Score -115262.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -115289.531250 Penalty: 701.750916 Iteration 12Q: 3 clusters Score -115289.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -115308.593750 Penalty: 701.750916 Iteration 13Q: 3 clusters Score -115308.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -115314.601562 Penalty: 701.750916 Iteration 14Q: 3 clusters Score -115314.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -115318.539062 Penalty: 701.750916 Iteration 15Q: 3 clusters Score -115318.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -115319.437500 Penalty: 701.750916 Iteration 16Q: 3 clusters Score -115319.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -115322.382812 Penalty: 701.750916 Iteration 17Q: 3 clusters Score -115322.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -115323.703125 Penalty: 701.750916 Iteration 18Q: 3 clusters Score -115323.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -115324.218750 Penalty: 701.750916 Iteration 19Q: 3 clusters Score -115324.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -115324.273438 Penalty: 701.750916 Iteration 20F: 3 clusters Score -115324.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -115324.562500 Penalty: 701.750916 Iteration 21Q: 3 clusters Score -115324.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -115324.562500 Penalty: 701.750916 Iteration 22F: 3 clusters Score -115324.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -1119099.875000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1119100 nChanged 10215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 9153 members Entering Unmasked Estep Score: -1125411.250000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1125411 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1126037.000000 Penalty: 907.459290 Iteration 2F: 3 clusters Score -1126037 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -1126900.250000 Penalty: 907.459290 Iteration 3F: 3 clusters Score -1126900 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1127937.125000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1127937 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16926 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1129065.125000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1129065 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1130264.250000 Penalty: 907.459290 Iteration 6F: 3 clusters Score -1130264 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19587 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1131362.500000 Penalty: 907.459290 Iteration 7F: 3 clusters Score -1131362 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20439 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1132108.750000 Penalty: 907.459290 Iteration 8Q: 3 clusters Score -1132109 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20949 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1132544.000000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1132544 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21190 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1132762.375000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1132762 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1132861.125000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1132861 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21324 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1132900.125000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1132900 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -1132917.500000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1132918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1132926.875000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1132927 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21349 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1132939.000000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1132939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21352 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -1132941.500000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1132942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21353 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1132942.500000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1132942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21353 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1132944.625000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1132945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21353 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1132944.625000 Penalty: 907.459290 Iteration 19F: 3 clusters Score -1132945 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (116969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116969 members Entering Unmasked Estep Score: -6356022.000000 Penalty: 530.969727 Iteration 0F: 2 clusters Score -6356022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58309 members Mstep: Class 2 contains 58660 members Entering Unmasked Estep Score: -6277246.000000 Penalty: 1061.939453 Iteration 0F: 3 clusters Score -6277246 nChanged 57206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47377 members Mstep: Class 2 contains 69592 members Entering Unmasked Estep Score: -6317068.000000 Penalty: 1061.939453 Iteration 1F: 3 clusters Score -6317068 nChanged 7572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41829 members Mstep: Class 2 contains 75140 members Entering Unmasked Estep Score: -6321383.000000 Penalty: 1061.939453 Iteration 2F: 3 clusters Score -6321383 nChanged 8191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34900 members Mstep: Class 2 contains 82069 members Entering Unmasked Estep Score: -6326997.000000 Penalty: 1061.939453 Iteration 3F: 3 clusters Score -6326997 nChanged 8447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 89892 members Entering Unmasked Estep Score: -6333678.500000 Penalty: 1061.939453 Iteration 4F: 3 clusters Score -6333678 nChanged 7826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19467 members Mstep: Class 2 contains 97502 members Entering Unmasked Estep Score: -6340282.500000 Penalty: 1061.939453 Iteration 5F: 3 clusters Score -6340282 nChanged 6599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Mstep: Class 2 contains 104061 members Entering Unmasked Estep Score: -6346006.000000 Penalty: 1061.939453 Iteration 6F: 3 clusters Score -6346006 nChanged 4936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 108993 members Entering Unmasked Estep Score: -6350148.000000 Penalty: 1061.939453 Iteration 7Q: 3 clusters Score -6350148 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 112289 members Entering Unmasked Estep Score: -6352643.500000 Penalty: 1061.939453 Iteration 8Q: 3 clusters Score -6352644 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 114337 members Entering Unmasked Estep Score: -6354117.000000 Penalty: 1061.939453 Iteration 9Q: 3 clusters Score -6354117 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 115438 members Entering Unmasked Estep Score: -6354868.500000 Penalty: 1061.939453 Iteration 10Q: 3 clusters Score -6354868 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 116011 members Entering Unmasked Estep Score: -6355206.500000 Penalty: 1061.939453 Iteration 11Q: 3 clusters Score -6355206 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 116315 members Entering Unmasked Estep Score: -6355368.500000 Penalty: 1061.939453 Iteration 12Q: 3 clusters Score -6355368 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 116475 members Entering Unmasked Estep Score: -6355441.500000 Penalty: 1061.939453 Iteration 13Q: 3 clusters Score -6355442 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 116557 members Entering Unmasked Estep Score: -6355485.500000 Penalty: 1061.939453 Iteration 14Q: 3 clusters Score -6355486 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 116604 members Entering Unmasked Estep Score: -6355515.500000 Penalty: 1061.939453 Iteration 15Q: 3 clusters Score -6355516 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 116624 members Entering Unmasked Estep Score: -6355530.500000 Penalty: 1061.939453 Iteration 16Q: 3 clusters Score -6355530 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 116637 members Entering Unmasked Estep Score: -6355533.500000 Penalty: 1061.939453 Iteration 17Q: 3 clusters Score -6355534 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 116650 members Entering Unmasked Estep Score: -6355531.000000 Penalty: 1061.939453 Iteration 18Q: 3 clusters Score -6355531 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 116658 members Entering Unmasked Estep Score: -6355528.500000 Penalty: 1061.939453 Iteration 19Q: 3 clusters Score -6355528 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 116664 members Entering Unmasked Estep Score: -6355532.000000 Penalty: 1061.939453 Iteration 20F: 3 clusters Score -6355532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 116665 members Entering Unmasked Estep Score: -6355537.000000 Penalty: 1061.939453 Iteration 21Q: 3 clusters Score -6355537 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 116669 members Entering Unmasked Estep Score: -6355545.000000 Penalty: 1061.939453 Iteration 22Q: 3 clusters Score -6355545 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 116676 members Entering Unmasked Estep Score: -6355548.500000 Penalty: 1061.939453 Iteration 23Q: 3 clusters Score -6355548 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 116688 members Entering Unmasked Estep Score: -6355552.500000 Penalty: 1061.939453 Iteration 24Q: 3 clusters Score -6355552 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 116701 members Entering Unmasked Estep Score: -6355557.000000 Penalty: 1061.939453 Iteration 25Q: 3 clusters Score -6355557 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 116710 members Entering Unmasked Estep Score: -6355565.000000 Penalty: 1061.939453 Iteration 26Q: 3 clusters Score -6355565 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 116709 members Entering Unmasked Estep Score: -6355567.000000 Penalty: 1061.939453 Iteration 27Q: 3 clusters Score -6355567 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 116712 members Entering Unmasked Estep Score: -6355573.500000 Penalty: 1061.939453 Iteration 28Q: 3 clusters Score -6355574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 116716 members Entering Unmasked Estep Score: -6355576.000000 Penalty: 1061.939453 Iteration 29Q: 3 clusters Score -6355576 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 116719 members Entering Unmasked Estep Score: -6355587.000000 Penalty: 1061.939453 Iteration 30Q: 3 clusters Score -6355587 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 116729 members Entering Unmasked Estep Score: -6355602.000000 Penalty: 1061.939453 Iteration 31Q: 3 clusters Score -6355602 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355617.500000 Penalty: 1061.939453 Iteration 32Q: 3 clusters Score -6355618 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 116735 members Entering Unmasked Estep Score: -6355627.000000 Penalty: 1061.939453 Iteration 33Q: 3 clusters Score -6355627 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 116735 members Entering Unmasked Estep Score: -6355640.000000 Penalty: 1061.939453 Iteration 34Q: 3 clusters Score -6355640 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355639.500000 Penalty: 1061.939453 Iteration 35Q: 3 clusters Score -6355640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355643.500000 Penalty: 1061.939453 Iteration 36Q: 3 clusters Score -6355644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 116733 members Entering Unmasked Estep Score: -6355643.500000 Penalty: 1061.939453 Iteration 37Q: 3 clusters Score -6355644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 116731 members Entering Unmasked Estep Score: -6355647.500000 Penalty: 1061.939453 Iteration 38Q: 3 clusters Score -6355648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 116729 members Entering Unmasked Estep Score: -6355648.000000 Penalty: 1061.939453 Iteration 39Q: 3 clusters Score -6355648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 116728 members Entering Unmasked Estep Score: -6355645.000000 Penalty: 1061.939453 Iteration 40F: 3 clusters Score -6355645 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 116727 members Entering Unmasked Estep Score: -6355644.000000 Penalty: 1061.939453 Iteration 41Q: 3 clusters Score -6355644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 116730 members Entering Unmasked Estep Score: -6355648.000000 Penalty: 1061.939453 Iteration 42Q: 3 clusters Score -6355648 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 116729 members Entering Unmasked Estep Score: -6355649.500000 Penalty: 1061.939453 Iteration 43Q: 3 clusters Score -6355650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 116730 members Entering Unmasked Estep Score: -6355654.000000 Penalty: 1061.939453 Iteration 44Q: 3 clusters Score -6355654 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 116731 members Entering Unmasked Estep Score: -6355660.500000 Penalty: 1061.939453 Iteration 45Q: 3 clusters Score -6355660 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 116730 members Entering Unmasked Estep Score: -6355664.000000 Penalty: 1061.939453 Iteration 46Q: 3 clusters Score -6355664 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 116731 members Entering Unmasked Estep Score: -6355672.000000 Penalty: 1061.939453 Iteration 47Q: 3 clusters Score -6355672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 116734 members Entering Unmasked Estep Score: -6355666.500000 Penalty: 1061.939453 Iteration 48Q: 3 clusters Score -6355666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 116734 members Entering Unmasked Estep Score: -6355674.500000 Penalty: 1061.939453 Iteration 49Q: 3 clusters Score -6355674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 116734 members Entering Unmasked Estep Score: -6355671.500000 Penalty: 1061.939453 Iteration 50Q: 3 clusters Score -6355672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6355679.500000 Penalty: 1061.939453 Iteration 51Q: 3 clusters Score -6355680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 116741 members Entering Unmasked Estep Score: -6355682.500000 Penalty: 1061.939453 Iteration 52Q: 3 clusters Score -6355682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355680.500000 Penalty: 1061.939453 Iteration 53Q: 3 clusters Score -6355680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355688.000000 Penalty: 1061.939453 Iteration 54Q: 3 clusters Score -6355688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6355691.500000 Penalty: 1061.939453 Iteration 55Q: 3 clusters Score -6355692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6355692.000000 Penalty: 1061.939453 Iteration 56Q: 3 clusters Score -6355692 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355691.000000 Penalty: 1061.939453 Iteration 57Q: 3 clusters Score -6355691 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 116737 members Entering Unmasked Estep Score: -6355704.000000 Penalty: 1061.939453 Iteration 58Q: 3 clusters Score -6355704 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6355699.500000 Penalty: 1061.939453 Iteration 59Q: 3 clusters Score -6355700 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 116740 members Entering Unmasked Estep Score: -6355699.000000 Penalty: 1061.939453 Iteration 60F: 3 clusters Score -6355699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 116740 members Entering Unmasked Estep Score: -6355697.000000 Penalty: 1061.939453 Iteration 61Q: 3 clusters Score -6355697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 116741 members Entering Unmasked Estep Score: -6355705.000000 Penalty: 1061.939453 Iteration 62Q: 3 clusters Score -6355705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355704.000000 Penalty: 1061.939453 Iteration 63Q: 3 clusters Score -6355704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355708.500000 Penalty: 1061.939453 Iteration 64Q: 3 clusters Score -6355708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 116743 members Entering Unmasked Estep Score: -6355710.000000 Penalty: 1061.939453 Iteration 65Q: 3 clusters Score -6355710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355710.000000 Penalty: 1061.939453 Iteration 66Q: 3 clusters Score -6355710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355711.000000 Penalty: 1061.939453 Iteration 67Q: 3 clusters Score -6355711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 116741 members Entering Unmasked Estep Score: -6355710.000000 Penalty: 1061.939453 Iteration 68Q: 3 clusters Score -6355710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 116742 members Entering Unmasked Estep Score: -6355711.500000 Penalty: 1061.939453 Iteration 69Q: 3 clusters Score -6355712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 116739 members Entering Unmasked Estep Score: -6355714.000000 Penalty: 1061.939453 Iteration 70Q: 3 clusters Score -6355714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 116738 members Entering Unmasked Estep Score: -6355714.000000 Penalty: 1061.939453 Iteration 71Q: 3 clusters Score -6355714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 116737 members Entering Unmasked Estep Score: -6355712.500000 Penalty: 1061.939453 Iteration 72Q: 3 clusters Score -6355712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355712.000000 Penalty: 1061.939453 Iteration 73Q: 3 clusters Score -6355712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 116734 members Entering Unmasked Estep Score: -6355714.000000 Penalty: 1061.939453 Iteration 74Q: 3 clusters Score -6355714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 116735 members Entering Unmasked Estep Score: -6355713.500000 Penalty: 1061.939453 Iteration 75Q: 3 clusters Score -6355714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355717.500000 Penalty: 1061.939453 Iteration 76Q: 3 clusters Score -6355718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -6355717.500000 Penalty: 1061.939453 Iteration 77F: 3 clusters Score -6355718 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Entering Unmasked Estep Score: -137101.046875 Penalty: 353.429779 Iteration 0F: 2 clusters Score -137101 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -135420.453125 Penalty: 706.859558 Iteration 0F: 3 clusters Score -135420.5 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -135929.046875 Penalty: 706.859558 Iteration 1F: 3 clusters Score -135929 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -136003.265625 Penalty: 706.859558 Iteration 2F: 3 clusters Score -136003.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -136086.750000 Penalty: 706.859558 Iteration 3F: 3 clusters Score -136086.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -136188.171875 Penalty: 706.859558 Iteration 4F: 3 clusters Score -136188.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -136299.343750 Penalty: 706.859558 Iteration 5F: 3 clusters Score -136299.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -136420.156250 Penalty: 706.859558 Iteration 6F: 3 clusters Score -136420.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -136535.250000 Penalty: 706.859558 Iteration 7F: 3 clusters Score -136535.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -136656.390625 Penalty: 706.859558 Iteration 8F: 3 clusters Score -136656.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -136750.546875 Penalty: 706.859558 Iteration 9Q: 3 clusters Score -136750.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -136802.078125 Penalty: 706.859558 Iteration 10Q: 3 clusters Score -136802.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -136834.984375 Penalty: 706.859558 Iteration 11Q: 3 clusters Score -136835 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -136852.250000 Penalty: 706.859558 Iteration 12Q: 3 clusters Score -136852.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -136864.734375 Penalty: 706.859558 Iteration 13Q: 3 clusters Score -136864.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -136873.968750 Penalty: 706.859558 Iteration 14Q: 3 clusters Score -136874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -136880.250000 Penalty: 706.859558 Iteration 15Q: 3 clusters Score -136880.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -136885.625000 Penalty: 706.859558 Iteration 16Q: 3 clusters Score -136885.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -136888.406250 Penalty: 706.859558 Iteration 17Q: 3 clusters Score -136888.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -136889.468750 Penalty: 706.859558 Iteration 18Q: 3 clusters Score -136889.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -136889.781250 Penalty: 706.859558 Iteration 19Q: 3 clusters Score -136889.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -136889.781250 Penalty: 706.859558 Iteration 20F: 3 clusters Score -136889.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Entering Unmasked Estep Score: -1328299.625000 Penalty: 458.237793 Iteration 0F: 2 clusters Score -1328300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -1312551.375000 Penalty: 916.475586 Iteration 0F: 3 clusters Score -1312551 nChanged 11148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -1319422.125000 Penalty: 916.475586 Iteration 1F: 3 clusters Score -1319422 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -1320029.625000 Penalty: 916.475586 Iteration 2F: 3 clusters Score -1320030 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -1320783.000000 Penalty: 916.475586 Iteration 3F: 3 clusters Score -1320783 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -1321753.500000 Penalty: 916.475586 Iteration 4F: 3 clusters Score -1321754 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -1322958.250000 Penalty: 916.475586 Iteration 5F: 3 clusters Score -1322958 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14355 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1323907.750000 Penalty: 916.475586 Iteration 6F: 3 clusters Score -1323908 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1324416.375000 Penalty: 916.475586 Iteration 7Q: 3 clusters Score -1324416 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15055 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -1324673.500000 Penalty: 916.475586 Iteration 8Q: 3 clusters Score -1324674 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15343 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1324814.625000 Penalty: 916.475586 Iteration 9Q: 3 clusters Score -1324815 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15648 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1324958.625000 Penalty: 916.475586 Iteration 10Q: 3 clusters Score -1324959 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1325080.500000 Penalty: 916.475586 Iteration 11Q: 3 clusters Score -1325080 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16268 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -1325217.250000 Penalty: 916.475586 Iteration 12Q: 3 clusters Score -1325217 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1325359.125000 Penalty: 916.475586 Iteration 13Q: 3 clusters Score -1325359 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1325515.125000 Penalty: 916.475586 Iteration 14Q: 3 clusters Score -1325515 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1325665.000000 Penalty: 916.475586 Iteration 15Q: 3 clusters Score -1325665 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1325823.875000 Penalty: 916.475586 Iteration 16Q: 3 clusters Score -1325824 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17864 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1325996.750000 Penalty: 916.475586 Iteration 17Q: 3 clusters Score -1325997 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1326136.375000 Penalty: 916.475586 Iteration 18Q: 3 clusters Score -1326136 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1326283.375000 Penalty: 916.475586 Iteration 19Q: 3 clusters Score -1326283 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18751 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1326413.875000 Penalty: 916.475586 Iteration 20F: 3 clusters Score -1326414 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19018 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -1326521.875000 Penalty: 916.475586 Iteration 21Q: 3 clusters Score -1326522 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1326657.875000 Penalty: 916.475586 Iteration 22Q: 3 clusters Score -1326658 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19587 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1326778.625000 Penalty: 916.475586 Iteration 23Q: 3 clusters Score -1326779 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1326895.250000 Penalty: 916.475586 Iteration 24Q: 3 clusters Score -1326895 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20086 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1326960.250000 Penalty: 916.475586 Iteration 25Q: 3 clusters Score -1326960 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1327041.750000 Penalty: 916.475586 Iteration 26Q: 3 clusters Score -1327042 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20536 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1327121.875000 Penalty: 916.475586 Iteration 27Q: 3 clusters Score -1327122 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1327186.250000 Penalty: 916.475586 Iteration 28Q: 3 clusters Score -1327186 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1327246.375000 Penalty: 916.475586 Iteration 29Q: 3 clusters Score -1327246 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21153 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1327314.250000 Penalty: 916.475586 Iteration 30Q: 3 clusters Score -1327314 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21369 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1327379.250000 Penalty: 916.475586 Iteration 31Q: 3 clusters Score -1327379 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21566 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1327438.375000 Penalty: 916.475586 Iteration 32Q: 3 clusters Score -1327438 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21759 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1327504.625000 Penalty: 916.475586 Iteration 33Q: 3 clusters Score -1327505 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1327565.000000 Penalty: 916.475586 Iteration 34Q: 3 clusters Score -1327565 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22095 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1327617.875000 Penalty: 916.475586 Iteration 35Q: 3 clusters Score -1327618 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22235 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1327670.250000 Penalty: 916.475586 Iteration 36Q: 3 clusters Score -1327670 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22349 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1327708.875000 Penalty: 916.475586 Iteration 37Q: 3 clusters Score -1327709 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22453 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1327749.000000 Penalty: 916.475586 Iteration 38Q: 3 clusters Score -1327749 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22549 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1327777.625000 Penalty: 916.475586 Iteration 39Q: 3 clusters Score -1327778 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22624 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1327804.125000 Penalty: 916.475586 Iteration 40F: 3 clusters Score -1327804 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1327821.875000 Penalty: 916.475586 Iteration 41Q: 3 clusters Score -1327822 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22737 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1327836.750000 Penalty: 916.475586 Iteration 42Q: 3 clusters Score -1327837 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22786 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1327852.500000 Penalty: 916.475586 Iteration 43Q: 3 clusters Score -1327852 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1327865.625000 Penalty: 916.475586 Iteration 44Q: 3 clusters Score -1327866 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22861 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1327881.375000 Penalty: 916.475586 Iteration 45Q: 3 clusters Score -1327881 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22901 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1327894.500000 Penalty: 916.475586 Iteration 46Q: 3 clusters Score -1327894 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22934 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1327909.875000 Penalty: 916.475586 Iteration 47Q: 3 clusters Score -1327910 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22962 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1327918.750000 Penalty: 916.475586 Iteration 48Q: 3 clusters Score -1327919 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22987 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1327926.375000 Penalty: 916.475586 Iteration 49Q: 3 clusters Score -1327926 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23014 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1327938.750000 Penalty: 916.475586 Iteration 50Q: 3 clusters Score -1327939 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23037 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -1327949.750000 Penalty: 916.475586 Iteration 51Q: 3 clusters Score -1327950 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23052 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1327951.875000 Penalty: 916.475586 Iteration 52Q: 3 clusters Score -1327952 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1327955.750000 Penalty: 916.475586 Iteration 53Q: 3 clusters Score -1327956 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1327958.500000 Penalty: 916.475586 Iteration 54Q: 3 clusters Score -1327958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23077 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1327959.750000 Penalty: 916.475586 Iteration 55Q: 3 clusters Score -1327960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23081 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1327958.250000 Penalty: 916.475586 Iteration 56Q: 3 clusters Score -1327958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23083 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1327961.125000 Penalty: 916.475586 Iteration 57Q: 3 clusters Score -1327961 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23088 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1327964.125000 Penalty: 916.475586 Iteration 58Q: 3 clusters Score -1327964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23093 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1327963.250000 Penalty: 916.475586 Iteration 59Q: 3 clusters Score -1327963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23099 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1327962.500000 Penalty: 916.475586 Iteration 60F: 3 clusters Score -1327962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23106 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -1327962.875000 Penalty: 916.475586 Iteration 61Q: 3 clusters Score -1327963 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23115 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1327966.875000 Penalty: 916.475586 Iteration 62Q: 3 clusters Score -1327967 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1327967.375000 Penalty: 916.475586 Iteration 63Q: 3 clusters Score -1327967 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23130 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1327974.500000 Penalty: 916.475586 Iteration 64Q: 3 clusters Score -1327974 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1327979.625000 Penalty: 916.475586 Iteration 65Q: 3 clusters Score -1327980 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23143 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1327980.250000 Penalty: 916.475586 Iteration 66Q: 3 clusters Score -1327980 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23147 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1327981.625000 Penalty: 916.475586 Iteration 67Q: 3 clusters Score -1327982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1327982.750000 Penalty: 916.475586 Iteration 68Q: 3 clusters Score -1327983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23155 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1327982.375000 Penalty: 916.475586 Iteration 69Q: 3 clusters Score -1327982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1327982.875000 Penalty: 916.475586 Iteration 70Q: 3 clusters Score -1327983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1327982.375000 Penalty: 916.475586 Iteration 71Q: 3 clusters Score -1327982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23161 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1327982.000000 Penalty: 916.475586 Iteration 72Q: 3 clusters Score -1327982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23165 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1327983.250000 Penalty: 916.475586 Iteration 73Q: 3 clusters Score -1327983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23170 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1327986.250000 Penalty: 916.475586 Iteration 74Q: 3 clusters Score -1327986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1327989.500000 Penalty: 916.475586 Iteration 75Q: 3 clusters Score -1327990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23182 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1327991.250000 Penalty: 916.475586 Iteration 76Q: 3 clusters Score -1327991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23183 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1327991.000000 Penalty: 916.475586 Iteration 77Q: 3 clusters Score -1327991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23182 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1327992.250000 Penalty: 916.475586 Iteration 78Q: 3 clusters Score -1327992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23183 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1327990.250000 Penalty: 916.475586 Iteration 79Q: 3 clusters Score -1327990 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23183 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1327990.250000 Penalty: 916.475586 Iteration 80F: 3 clusters Score -1327990 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Entering Unmasked Estep Score: -489150.750000 Penalty: 411.937439 Iteration 0F: 2 clusters Score -489150.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -483452.625000 Penalty: 823.874878 Iteration 0F: 3 clusters Score -483452.6 nChanged 3959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -485773.812500 Penalty: 823.874878 Iteration 1F: 3 clusters Score -485773.8 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -486013.375000 Penalty: 823.874878 Iteration 2F: 3 clusters Score -486013.4 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -486288.125000 Penalty: 823.874878 Iteration 3F: 3 clusters Score -486288.1 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -486584.906250 Penalty: 823.874878 Iteration 4F: 3 clusters Score -486584.9 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -486875.343750 Penalty: 823.874878 Iteration 5F: 3 clusters Score -486875.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -487158.562500 Penalty: 823.874878 Iteration 6Q: 3 clusters Score -487158.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -487484.031250 Penalty: 823.874878 Iteration 7Q: 3 clusters Score -487484 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -487735.937500 Penalty: 823.874878 Iteration 8Q: 3 clusters Score -487735.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -487895.375000 Penalty: 823.874878 Iteration 9Q: 3 clusters Score -487895.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -487991.500000 Penalty: 823.874878 Iteration 10Q: 3 clusters Score -487991.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -488070.187500 Penalty: 823.874878 Iteration 11Q: 3 clusters Score -488070.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -488136.406250 Penalty: 823.874878 Iteration 12Q: 3 clusters Score -488136.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -488199.406250 Penalty: 823.874878 Iteration 13Q: 3 clusters Score -488199.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -488270.468750 Penalty: 823.874878 Iteration 14Q: 3 clusters Score -488270.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -488341.750000 Penalty: 823.874878 Iteration 15Q: 3 clusters Score -488341.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -488417.031250 Penalty: 823.874878 Iteration 16Q: 3 clusters Score -488417 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -488496.937500 Penalty: 823.874878 Iteration 17Q: 3 clusters Score -488496.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -488563.812500 Penalty: 823.874878 Iteration 18Q: 3 clusters Score -488563.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -488618.031250 Penalty: 823.874878 Iteration 19Q: 3 clusters Score -488618 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -488667.437500 Penalty: 823.874878 Iteration 20F: 3 clusters Score -488667.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -488703.468750 Penalty: 823.874878 Iteration 21Q: 3 clusters Score -488703.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -488722.750000 Penalty: 823.874878 Iteration 22Q: 3 clusters Score -488722.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -488738.468750 Penalty: 823.874878 Iteration 23Q: 3 clusters Score -488738.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -488747.500000 Penalty: 823.874878 Iteration 24Q: 3 clusters Score -488747.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -488754.250000 Penalty: 823.874878 Iteration 25Q: 3 clusters Score -488754.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -488761.937500 Penalty: 823.874878 Iteration 26Q: 3 clusters Score -488761.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -488768.562500 Penalty: 823.874878 Iteration 27Q: 3 clusters Score -488768.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -488778.718750 Penalty: 823.874878 Iteration 28Q: 3 clusters Score -488778.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -488790.968750 Penalty: 823.874878 Iteration 29Q: 3 clusters Score -488791 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -488798.218750 Penalty: 823.874878 Iteration 30Q: 3 clusters Score -488798.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -488805.093750 Penalty: 823.874878 Iteration 31Q: 3 clusters Score -488805.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -488816.375000 Penalty: 823.874878 Iteration 32Q: 3 clusters Score -488816.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -488826.968750 Penalty: 823.874878 Iteration 33Q: 3 clusters Score -488827 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -488840.625000 Penalty: 823.874878 Iteration 34Q: 3 clusters Score -488840.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -488849.875000 Penalty: 823.874878 Iteration 35Q: 3 clusters Score -488849.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -488854.468750 Penalty: 823.874878 Iteration 36Q: 3 clusters Score -488854.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -488856.375000 Penalty: 823.874878 Iteration 37Q: 3 clusters Score -488856.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -488858.906250 Penalty: 823.874878 Iteration 38Q: 3 clusters Score -488858.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -488859.906250 Penalty: 823.874878 Iteration 39Q: 3 clusters Score -488859.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -488861.781250 Penalty: 823.874878 Iteration 40F: 3 clusters Score -488861.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -488863.593750 Penalty: 823.874878 Iteration 41Q: 3 clusters Score -488863.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -488864.218750 Penalty: 823.874878 Iteration 42Q: 3 clusters Score -488864.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -488864.593750 Penalty: 823.874878 Iteration 43Q: 3 clusters Score -488864.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -488865.218750 Penalty: 823.874878 Iteration 44Q: 3 clusters Score -488865.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -488865.218750 Penalty: 823.874878 Iteration 45F: 3 clusters Score -488865.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -22204.533203 Penalty: 284.723877 Iteration 0F: 2 clusters Score -22204.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -21692.367188 Penalty: 569.447754 Iteration 0F: 3 clusters Score -21692.37 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -21836.085938 Penalty: 569.447754 Iteration 1F: 3 clusters Score -21836.09 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -21876.833984 Penalty: 569.447754 Iteration 2F: 3 clusters Score -21876.83 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -21921.230469 Penalty: 569.447754 Iteration 3F: 3 clusters Score -21921.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -21936.687500 Penalty: 569.447754 Iteration 4Q: 3 clusters Score -21936.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -21949.148438 Penalty: 569.447754 Iteration 5Q: 3 clusters Score -21949.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -21956.203125 Penalty: 569.447754 Iteration 6Q: 3 clusters Score -21956.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -21965.703125 Penalty: 569.447754 Iteration 7Q: 3 clusters Score -21965.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -21972.068359 Penalty: 569.447754 Iteration 8Q: 3 clusters Score -21972.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -21979.031250 Penalty: 569.447754 Iteration 9Q: 3 clusters Score -21979.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -21985.738281 Penalty: 569.447754 Iteration 10Q: 3 clusters Score -21985.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -21991.037109 Penalty: 569.447754 Iteration 11Q: 3 clusters Score -21991.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -22000.416016 Penalty: 569.447754 Iteration 12Q: 3 clusters Score -22000.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -22011.318359 Penalty: 569.447754 Iteration 13Q: 3 clusters Score -22011.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -22016.595703 Penalty: 569.447754 Iteration 14Q: 3 clusters Score -22016.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -22019.587891 Penalty: 569.447754 Iteration 15Q: 3 clusters Score -22019.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -22022.013672 Penalty: 569.447754 Iteration 16Q: 3 clusters Score -22022.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -22024.646484 Penalty: 569.447754 Iteration 17Q: 3 clusters Score -22024.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -22026.082031 Penalty: 569.447754 Iteration 18Q: 3 clusters Score -22026.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -22026.082031 Penalty: 569.447754 Iteration 19F: 3 clusters Score -22026.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Entering Unmasked Estep Score: -266236.062500 Penalty: 393.020660 Iteration 0F: 2 clusters Score -266236.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -262454.843750 Penalty: 786.041321 Iteration 0F: 3 clusters Score -262454.8 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -263977.781250 Penalty: 786.041321 Iteration 1F: 3 clusters Score -263977.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -264187.875000 Penalty: 786.041321 Iteration 2F: 3 clusters Score -264187.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -264424.343750 Penalty: 786.041321 Iteration 3F: 3 clusters Score -264424.3 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -264666.031250 Penalty: 786.041321 Iteration 4F: 3 clusters Score -264666 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -264911.531250 Penalty: 786.041321 Iteration 5F: 3 clusters Score -264911.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -265140.468750 Penalty: 786.041321 Iteration 6F: 3 clusters Score -265140.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -265309.687500 Penalty: 786.041321 Iteration 7Q: 3 clusters Score -265309.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -265404.812500 Penalty: 786.041321 Iteration 8Q: 3 clusters Score -265404.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -265470.593750 Penalty: 786.041321 Iteration 9Q: 3 clusters Score -265470.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -265518.531250 Penalty: 786.041321 Iteration 10Q: 3 clusters Score -265518.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -265550.156250 Penalty: 786.041321 Iteration 11Q: 3 clusters Score -265550.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -265575.843750 Penalty: 786.041321 Iteration 12Q: 3 clusters Score -265575.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -265599.937500 Penalty: 786.041321 Iteration 13Q: 3 clusters Score -265599.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -265622.875000 Penalty: 786.041321 Iteration 14Q: 3 clusters Score -265622.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -265640.593750 Penalty: 786.041321 Iteration 15Q: 3 clusters Score -265640.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -265650.906250 Penalty: 786.041321 Iteration 16Q: 3 clusters Score -265650.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -265659.500000 Penalty: 786.041321 Iteration 17Q: 3 clusters Score -265659.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -265666.812500 Penalty: 786.041321 Iteration 18Q: 3 clusters Score -265666.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -265671.812500 Penalty: 786.041321 Iteration 19Q: 3 clusters Score -265671.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -265677.375000 Penalty: 786.041321 Iteration 20F: 3 clusters Score -265677.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -265682.593750 Penalty: 786.041321 Iteration 21Q: 3 clusters Score -265682.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -265690.062500 Penalty: 786.041321 Iteration 22Q: 3 clusters Score -265690.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -265700.656250 Penalty: 786.041321 Iteration 23Q: 3 clusters Score -265700.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -265716.562500 Penalty: 786.041321 Iteration 24Q: 3 clusters Score -265716.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -265735.062500 Penalty: 786.041321 Iteration 25Q: 3 clusters Score -265735.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -265752.968750 Penalty: 786.041321 Iteration 26Q: 3 clusters Score -265753 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -265775.437500 Penalty: 786.041321 Iteration 27Q: 3 clusters Score -265775.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -265812.500000 Penalty: 786.041321 Iteration 28Q: 3 clusters Score -265812.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -265859.312500 Penalty: 786.041321 Iteration 29Q: 3 clusters Score -265859.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -265924.812500 Penalty: 786.041321 Iteration 30Q: 3 clusters Score -265924.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -265997.750000 Penalty: 786.041321 Iteration 31Q: 3 clusters Score -265997.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -266045.875000 Penalty: 786.041321 Iteration 32Q: 3 clusters Score -266045.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -266068.812500 Penalty: 786.041321 Iteration 33Q: 3 clusters Score -266068.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -266083.187500 Penalty: 786.041321 Iteration 34Q: 3 clusters Score -266083.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -266088.562500 Penalty: 786.041321 Iteration 35Q: 3 clusters Score -266088.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -266092.031250 Penalty: 786.041321 Iteration 36Q: 3 clusters Score -266092 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -266094.625000 Penalty: 786.041321 Iteration 37Q: 3 clusters Score -266094.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -266095.531250 Penalty: 786.041321 Iteration 38Q: 3 clusters Score -266095.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -266096.468750 Penalty: 786.041321 Iteration 39Q: 3 clusters Score -266096.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -266098.156250 Penalty: 786.041321 Iteration 40F: 3 clusters Score -266098.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -266099.687500 Penalty: 786.041321 Iteration 41Q: 3 clusters Score -266099.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -266100.687500 Penalty: 786.041321 Iteration 42Q: 3 clusters Score -266100.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -266101.125000 Penalty: 786.041321 Iteration 43Q: 3 clusters Score -266101.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -266101.093750 Penalty: 786.041321 Iteration 44Q: 3 clusters Score -266101.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -266101.093750 Penalty: 786.041321 Iteration 45Q: 3 clusters Score -266101.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -266100.937500 Penalty: 786.041321 Iteration 46Q: 3 clusters Score -266100.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -266101.593750 Penalty: 786.041321 Iteration 47Q: 3 clusters Score -266101.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -266101.593750 Penalty: 786.041321 Iteration 48F: 3 clusters Score -266101.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Entering Unmasked Estep Score: -204614.828125 Penalty: 375.284271 Iteration 0F: 2 clusters Score -204614.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -201987.218750 Penalty: 750.568542 Iteration 0F: 3 clusters Score -201987.2 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -202976.234375 Penalty: 750.568542 Iteration 1F: 3 clusters Score -202976.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -203059.859375 Penalty: 750.568542 Iteration 2F: 3 clusters Score -203059.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -203143.921875 Penalty: 750.568542 Iteration 3Q: 3 clusters Score -203143.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -203234.859375 Penalty: 750.568542 Iteration 4Q: 3 clusters Score -203234.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -203334.953125 Penalty: 750.568542 Iteration 5Q: 3 clusters Score -203335 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -203449.937500 Penalty: 750.568542 Iteration 6Q: 3 clusters Score -203449.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -203555.546875 Penalty: 750.568542 Iteration 7Q: 3 clusters Score -203555.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -203653.265625 Penalty: 750.568542 Iteration 8Q: 3 clusters Score -203653.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -203730.640625 Penalty: 750.568542 Iteration 9Q: 3 clusters Score -203730.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -203793.515625 Penalty: 750.568542 Iteration 10Q: 3 clusters Score -203793.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -203839.078125 Penalty: 750.568542 Iteration 11Q: 3 clusters Score -203839.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -203867.109375 Penalty: 750.568542 Iteration 12Q: 3 clusters Score -203867.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -203889.796875 Penalty: 750.568542 Iteration 13Q: 3 clusters Score -203889.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -203907.531250 Penalty: 750.568542 Iteration 14Q: 3 clusters Score -203907.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -203917.031250 Penalty: 750.568542 Iteration 15Q: 3 clusters Score -203917 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -203929.234375 Penalty: 750.568542 Iteration 16Q: 3 clusters Score -203929.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -203940.156250 Penalty: 750.568542 Iteration 17Q: 3 clusters Score -203940.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -203947.734375 Penalty: 750.568542 Iteration 18Q: 3 clusters Score -203947.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -203954.468750 Penalty: 750.568542 Iteration 19Q: 3 clusters Score -203954.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -203959.265625 Penalty: 750.568542 Iteration 20F: 3 clusters Score -203959.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -203964.843750 Penalty: 750.568542 Iteration 21Q: 3 clusters Score -203964.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -203976.562500 Penalty: 750.568542 Iteration 22Q: 3 clusters Score -203976.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -203987.500000 Penalty: 750.568542 Iteration 23Q: 3 clusters Score -203987.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -203995.640625 Penalty: 750.568542 Iteration 24Q: 3 clusters Score -203995.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -204005.125000 Penalty: 750.568542 Iteration 25Q: 3 clusters Score -204005.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -204020.453125 Penalty: 750.568542 Iteration 26Q: 3 clusters Score -204020.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -204037.171875 Penalty: 750.568542 Iteration 27Q: 3 clusters Score -204037.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -204054.062500 Penalty: 750.568542 Iteration 28Q: 3 clusters Score -204054.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -204074.546875 Penalty: 750.568542 Iteration 29Q: 3 clusters Score -204074.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -204096.437500 Penalty: 750.568542 Iteration 30Q: 3 clusters Score -204096.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -204115.734375 Penalty: 750.568542 Iteration 31Q: 3 clusters Score -204115.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -204124.640625 Penalty: 750.568542 Iteration 32Q: 3 clusters Score -204124.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -204132.656250 Penalty: 750.568542 Iteration 33Q: 3 clusters Score -204132.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -204143.984375 Penalty: 750.568542 Iteration 34Q: 3 clusters Score -204144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -204152.796875 Penalty: 750.568542 Iteration 35Q: 3 clusters Score -204152.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -204158.203125 Penalty: 750.568542 Iteration 36Q: 3 clusters Score -204158.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -204164.296875 Penalty: 750.568542 Iteration 37Q: 3 clusters Score -204164.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -204172.250000 Penalty: 750.568542 Iteration 38Q: 3 clusters Score -204172.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -204178.718750 Penalty: 750.568542 Iteration 39Q: 3 clusters Score -204178.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -204185.265625 Penalty: 750.568542 Iteration 40F: 3 clusters Score -204185.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -204189.546875 Penalty: 750.568542 Iteration 41Q: 3 clusters Score -204189.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -204191.296875 Penalty: 750.568542 Iteration 42Q: 3 clusters Score -204191.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -204192.046875 Penalty: 750.568542 Iteration 43Q: 3 clusters Score -204192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -204192.015625 Penalty: 750.568542 Iteration 44Q: 3 clusters Score -204192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -204192.156250 Penalty: 750.568542 Iteration 45Q: 3 clusters Score -204192.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -204192.312500 Penalty: 750.568542 Iteration 46Q: 3 clusters Score -204192.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -204192.390625 Penalty: 750.568542 Iteration 47Q: 3 clusters Score -204192.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -204192.390625 Penalty: 750.568542 Iteration 48F: 3 clusters Score -204192.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -9807.915039 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9807.915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9527.833008 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9527.833 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9601.012695 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9601.013 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9619.000000 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9619 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9628.592773 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9628.593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9635.719727 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9635.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9640.299805 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9640.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9646.605469 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9646.605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9649.350586 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9649.351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9656.667969 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9656.668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9659.734375 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9659.734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9661.221680 Penalty: 482.600739 Iteration 10Q: 3 clusters Score -9661.222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9661.221680 Penalty: 482.600739 Iteration 11F: 3 clusters Score -9661.222 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -5520.182617 Penalty: 221.821487 Iteration 0F: 2 clusters Score -5520.183 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5303.395996 Penalty: 443.642975 Iteration 0F: 3 clusters Score -5303.396 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5335.520508 Penalty: 443.642975 Iteration 1F: 3 clusters Score -5335.521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5338.244629 Penalty: 443.642975 Iteration 2Q: 3 clusters Score -5338.245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5341.439941 Penalty: 443.642975 Iteration 3Q: 3 clusters Score -5341.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5342.965332 Penalty: 443.642975 Iteration 4Q: 3 clusters Score -5342.965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5344.684570 Penalty: 443.642975 Iteration 5Q: 3 clusters Score -5344.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5344.684570 Penalty: 443.642975 Iteration 6F: 3 clusters Score -5344.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19961 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2971 members Mstep: Class 9 contains 7262 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7937 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116969 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8549 members Mstep: Class 24 contains 522 members Mstep: Class 25 contains 5641 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382350.000000 Penalty: 16476.107422 Iteration 239Q: 29 clusters Score -2.138235e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19955 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 7269 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7935 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2517 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116972 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8546 members Mstep: Class 24 contains 520 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382374.000000 Penalty: 16476.107422 Iteration 240F: 29 clusters Score -2.138237e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19953 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2975 members Mstep: Class 9 contains 7273 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7931 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116977 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8541 members Mstep: Class 24 contains 520 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382386.000000 Penalty: 16476.107422 Iteration 241Q: 29 clusters Score -2.138239e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19947 members Mstep: Class 7 contains 26648 members Mstep: Class 8 contains 2978 members Mstep: Class 9 contains 7278 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7930 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116978 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 520 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382370.000000 Penalty: 16476.107422 Iteration 242Q: 29 clusters Score -2.138237e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19946 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2981 members Mstep: Class 9 contains 7286 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7925 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2273 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116979 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5641 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382386.000000 Penalty: 16476.107422 Iteration 243Q: 29 clusters Score -2.138239e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19944 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7290 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7921 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116978 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5641 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382390.000000 Penalty: 16476.107422 Iteration 244Q: 29 clusters Score -2.138239e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19949 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7295 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116976 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382376.000000 Penalty: 16476.107422 Iteration 245Q: 29 clusters Score -2.138238e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19955 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7297 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7906 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43226 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116973 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382388.000000 Penalty: 16476.107422 Iteration 246Q: 29 clusters Score -2.138239e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19963 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7297 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7903 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43226 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116968 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382384.000000 Penalty: 16476.107422 Iteration 247Q: 29 clusters Score -2.138238e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19965 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7298 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7899 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43225 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116970 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382376.000000 Penalty: 16476.107422 Iteration 248Q: 29 clusters Score -2.138238e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19969 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7300 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7898 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116966 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382376.000000 Penalty: 16476.107422 Iteration 249Q: 29 clusters Score -2.138238e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19971 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7302 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7895 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116965 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382374.000000 Penalty: 16476.107422 Iteration 250Q: 29 clusters Score -2.138237e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19975 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2987 members Mstep: Class 9 contains 7303 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7889 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116964 members Mstep: Class 21 contains 2363 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382390.000000 Penalty: 16476.107422 Iteration 251Q: 29 clusters Score -2.138239e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19977 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2987 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116963 members Mstep: Class 21 contains 2364 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382386.000000 Penalty: 16476.107422 Iteration 252Q: 29 clusters Score -2.138239e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19980 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2986 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7882 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116960 members Mstep: Class 21 contains 2368 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382384.000000 Penalty: 16476.107422 Iteration 253Q: 29 clusters Score -2.138238e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19981 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7883 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116955 members Mstep: Class 21 contains 2372 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382388.000000 Penalty: 16476.107422 Iteration 254Q: 29 clusters Score -2.138239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19981 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7883 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116950 members Mstep: Class 21 contains 2377 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382386.000000 Penalty: 16476.107422 Iteration 255Q: 29 clusters Score -2.138239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19982 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7882 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116947 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5642 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382402.000000 Penalty: 16476.107422 Iteration 256Q: 29 clusters Score -2.13824e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19982 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116935 members Mstep: Class 21 contains 2388 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5643 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382414.000000 Penalty: 16476.107422 Iteration 257Q: 29 clusters Score -2.138241e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116931 members Mstep: Class 21 contains 2392 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8539 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5643 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382410.000000 Penalty: 16476.107422 Iteration 258Q: 29 clusters Score -2.138241e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116928 members Mstep: Class 21 contains 2396 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5643 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382408.000000 Penalty: 16476.107422 Iteration 259Q: 29 clusters Score -2.138241e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116922 members Mstep: Class 21 contains 2401 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5644 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382404.000000 Penalty: 16476.107422 Iteration 260F: 29 clusters Score -2.13824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116916 members Mstep: Class 21 contains 2406 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5645 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382414.000000 Penalty: 16476.107422 Iteration 261Q: 29 clusters Score -2.138241e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116908 members Mstep: Class 21 contains 2414 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5645 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382404.000000 Penalty: 16476.107422 Iteration 262Q: 29 clusters Score -2.13824e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116896 members Mstep: Class 21 contains 2425 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382424.000000 Penalty: 16476.107422 Iteration 263Q: 29 clusters Score -2.138242e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43224 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116891 members Mstep: Class 21 contains 2428 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8538 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382430.000000 Penalty: 16476.107422 Iteration 264Q: 29 clusters Score -2.138243e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116887 members Mstep: Class 21 contains 2431 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8537 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382422.000000 Penalty: 16476.107422 Iteration 265Q: 29 clusters Score -2.138242e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43223 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116883 members Mstep: Class 21 contains 2437 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382420.000000 Penalty: 16476.107422 Iteration 266Q: 29 clusters Score -2.138242e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43222 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116881 members Mstep: Class 21 contains 2441 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8534 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382420.000000 Penalty: 16476.107422 Iteration 267Q: 29 clusters Score -2.138242e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4285 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43220 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116876 members Mstep: Class 21 contains 2446 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5646 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382434.000000 Penalty: 16476.107422 Iteration 268Q: 29 clusters Score -2.138243e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4284 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116877 members Mstep: Class 21 contains 2446 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382422.000000 Penalty: 16476.107422 Iteration 269Q: 29 clusters Score -2.138242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4285 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116875 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382422.000000 Penalty: 16476.107422 Iteration 270Q: 29 clusters Score -2.138242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116873 members Mstep: Class 21 contains 2448 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382428.000000 Penalty: 16476.107422 Iteration 271Q: 29 clusters Score -2.138243e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116874 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382428.000000 Penalty: 16476.107422 Iteration 272Q: 29 clusters Score -2.138243e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116874 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Entering Unmasked Estep ConsiderDeletion Score: -21382428.000000 Penalty: 16476.107422 Iteration 273F: 29 clusters Score -2.138243e+07 nChanged 0 Entering ConstructFrom: Score: -21382428.000000 Penalty: 16476.107422 Entering ConstructFrom: Trying to split cluster 1 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -55034.402344 Penalty: 327.210022 Iteration 0F: 2 clusters Score -55034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -54028.183594 Penalty: 654.420044 Iteration 0F: 3 clusters Score -54028.18 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54441.093750 Penalty: 654.420044 Iteration 1F: 3 clusters Score -54441.09 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -54585.687500 Penalty: 654.420044 Iteration 2F: 3 clusters Score -54585.69 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -54676.128906 Penalty: 654.420044 Iteration 3F: 3 clusters Score -54676.13 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -54729.179688 Penalty: 654.420044 Iteration 4F: 3 clusters Score -54729.18 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -54755.531250 Penalty: 654.420044 Iteration 5Q: 3 clusters Score -54755.53 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -54770.226562 Penalty: 654.420044 Iteration 6Q: 3 clusters Score -54770.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -54775.484375 Penalty: 654.420044 Iteration 7Q: 3 clusters Score -54775.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -54779.695312 Penalty: 654.420044 Iteration 8Q: 3 clusters Score -54779.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -54785.957031 Penalty: 654.420044 Iteration 9Q: 3 clusters Score -54785.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -54791.886719 Penalty: 654.420044 Iteration 10Q: 3 clusters Score -54791.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -54797.968750 Penalty: 654.420044 Iteration 11Q: 3 clusters Score -54797.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -54804.656250 Penalty: 654.420044 Iteration 12Q: 3 clusters Score -54804.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -54810.875000 Penalty: 654.420044 Iteration 13Q: 3 clusters Score -54810.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -54818.621094 Penalty: 654.420044 Iteration 14Q: 3 clusters Score -54818.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -54823.441406 Penalty: 654.420044 Iteration 15Q: 3 clusters Score -54823.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -54826.273438 Penalty: 654.420044 Iteration 16Q: 3 clusters Score -54826.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -54832.691406 Penalty: 654.420044 Iteration 17Q: 3 clusters Score -54832.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -54838.273438 Penalty: 654.420044 Iteration 18Q: 3 clusters Score -54838.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -54844.566406 Penalty: 654.420044 Iteration 19Q: 3 clusters Score -54844.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -54850.222656 Penalty: 654.420044 Iteration 20F: 3 clusters Score -54850.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -54853.703125 Penalty: 654.420044 Iteration 21Q: 3 clusters Score -54853.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -54857.074219 Penalty: 654.420044 Iteration 22Q: 3 clusters Score -54857.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -54859.546875 Penalty: 654.420044 Iteration 23Q: 3 clusters Score -54859.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -54861.093750 Penalty: 654.420044 Iteration 24Q: 3 clusters Score -54861.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -54861.367188 Penalty: 654.420044 Iteration 25Q: 3 clusters Score -54861.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -54861.734375 Penalty: 654.420044 Iteration 26Q: 3 clusters Score -54861.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -54862.035156 Penalty: 654.420044 Iteration 27Q: 3 clusters Score -54862.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -54862.273438 Penalty: 654.420044 Iteration 28Q: 3 clusters Score -54862.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -54862.500000 Penalty: 654.420044 Iteration 29Q: 3 clusters Score -54862.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -54862.500000 Penalty: 654.420044 Iteration 30F: 3 clusters Score -54862.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Entering Unmasked Estep Score: -341360.531250 Penalty: 399.469849 Iteration 0F: 2 clusters Score -341360.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -337032.500000 Penalty: 798.939697 Iteration 0F: 3 clusters Score -337032.5 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -338749.000000 Penalty: 798.939697 Iteration 1F: 3 clusters Score -338749 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -339232.468750 Penalty: 798.939697 Iteration 2F: 3 clusters Score -339232.5 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -339855.031250 Penalty: 798.939697 Iteration 3F: 3 clusters Score -339855 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -340433.875000 Penalty: 798.939697 Iteration 4F: 3 clusters Score -340433.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -340860.343750 Penalty: 798.939697 Iteration 5F: 3 clusters Score -340860.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -341189.937500 Penalty: 798.939697 Iteration 6Q: 3 clusters Score -341189.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -341322.718750 Penalty: 798.939697 Iteration 7Q: 3 clusters Score -341322.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -341370.875000 Penalty: 798.939697 Iteration 8Q: 3 clusters Score -341370.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -341407.281250 Penalty: 798.939697 Iteration 9Q: 3 clusters Score -341407.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -341422.625000 Penalty: 798.939697 Iteration 10Q: 3 clusters Score -341422.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -341427.968750 Penalty: 798.939697 Iteration 11Q: 3 clusters Score -341428 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -341430.343750 Penalty: 798.939697 Iteration 12Q: 3 clusters Score -341430.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -341431.687500 Penalty: 798.939697 Iteration 13Q: 3 clusters Score -341431.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -341431.906250 Penalty: 798.939697 Iteration 14Q: 3 clusters Score -341431.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -341431.906250 Penalty: 798.939697 Iteration 15F: 3 clusters Score -341431.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 5631 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116874 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Mstep: Class 29 contains 869 members Entering Unmasked Estep Score: -21382392.000000 Penalty: 17064.539062 Splitting cluster 2 changes total score from -21382428.000000 to -21382392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -13311.821289 Penalty: 273.512665 Iteration 0F: 2 clusters Score -13311.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -12915.678711 Penalty: 547.025330 Iteration 0F: 3 clusters Score -12915.68 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13150.844727 Penalty: 547.025330 Iteration 1F: 3 clusters Score -13150.84 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -13208.414062 Penalty: 547.025330 Iteration 2F: 3 clusters Score -13208.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13223.574219 Penalty: 547.025330 Iteration 3Q: 3 clusters Score -13223.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13245.526367 Penalty: 547.025330 Iteration 4Q: 3 clusters Score -13245.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13263.995117 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -13264 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13276.200195 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -13276.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13279.874023 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -13279.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13287.415039 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -13287.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13301.230469 Penalty: 547.025330 Iteration 9Q: 3 clusters Score -13301.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13324.391602 Penalty: 547.025330 Iteration 10Q: 3 clusters Score -13324.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13327.066406 Penalty: 547.025330 Iteration 11Q: 3 clusters Score -13327.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13330.166992 Penalty: 547.025330 Iteration 12Q: 3 clusters Score -13330.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13330.166992 Penalty: 547.025330 Iteration 13F: 3 clusters Score -13330.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 258 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 43219 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116874 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Mstep: Class 29 contains 150 members Entering Unmasked Estep Score: -21382118.000000 Penalty: 17064.539062 Splitting cluster 3 changes total score from -21382428.000000 to -21382118.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -110013.718750 Penalty: 343.483276 Iteration 0F: 2 clusters Score -110013.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -108611.617188 Penalty: 686.966553 Iteration 0F: 3 clusters Score -108611.6 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -109065.390625 Penalty: 686.966553 Iteration 1F: 3 clusters Score -109065.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -109127.703125 Penalty: 686.966553 Iteration 2F: 3 clusters Score -109127.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -109181.648438 Penalty: 686.966553 Iteration 3F: 3 clusters Score -109181.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -109243.859375 Penalty: 686.966553 Iteration 4Q: 3 clusters Score -109243.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -109323.656250 Penalty: 686.966553 Iteration 5F: 3 clusters Score -109323.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -109420.578125 Penalty: 686.966553 Iteration 6F: 3 clusters Score -109420.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -109532.117188 Penalty: 686.966553 Iteration 7F: 3 clusters Score -109532.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -109609.679688 Penalty: 686.966553 Iteration 8Q: 3 clusters Score -109609.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -109674.585938 Penalty: 686.966553 Iteration 9Q: 3 clusters Score -109674.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -109705.851562 Penalty: 686.966553 Iteration 10Q: 3 clusters Score -109705.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -109722.929688 Penalty: 686.966553 Iteration 11Q: 3 clusters Score -109722.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -109730.398438 Penalty: 686.966553 Iteration 12Q: 3 clusters Score -109730.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -109734.007812 Penalty: 686.966553 Iteration 13Q: 3 clusters Score -109734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -109734.976562 Penalty: 686.966553 Iteration 14Q: 3 clusters Score -109735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -109735.742188 Penalty: 686.966553 Iteration 15Q: 3 clusters Score -109735.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -109735.742188 Penalty: 686.966553 Iteration 16F: 3 clusters Score -109735.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (66629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66629 members Entering Unmasked Estep Score: -3642614.750000 Penalty: 505.363739 Iteration 0F: 2 clusters Score -3642615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33419 members Mstep: Class 2 contains 33210 members Entering Unmasked Estep Score: -3597811.000000 Penalty: 1010.727478 Iteration 0F: 3 clusters Score -3597811 nChanged 32389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37438 members Mstep: Class 2 contains 29191 members Entering Unmasked Estep Score: -3618042.500000 Penalty: 1010.727478 Iteration 1F: 3 clusters Score -3618042 nChanged 4002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40276 members Mstep: Class 2 contains 26353 members Entering Unmasked Estep Score: -3619916.500000 Penalty: 1010.727478 Iteration 2F: 3 clusters Score -3619916 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44027 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -3622726.750000 Penalty: 1010.727478 Iteration 3F: 3 clusters Score -3622727 nChanged 5076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48513 members Mstep: Class 2 contains 18116 members Entering Unmasked Estep Score: -3626512.750000 Penalty: 1010.727478 Iteration 4F: 3 clusters Score -3626513 nChanged 4998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53133 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -3630806.250000 Penalty: 1010.727478 Iteration 5F: 3 clusters Score -3630806 nChanged 4315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57254 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -3634689.000000 Penalty: 1010.727478 Iteration 6F: 3 clusters Score -3634689 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60367 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -3637544.500000 Penalty: 1010.727478 Iteration 7Q: 3 clusters Score -3637544 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62507 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -3639436.750000 Penalty: 1010.727478 Iteration 8Q: 3 clusters Score -3639437 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63907 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -3640583.500000 Penalty: 1010.727478 Iteration 9Q: 3 clusters Score -3640584 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64812 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -3641261.500000 Penalty: 1010.727478 Iteration 10Q: 3 clusters Score -3641262 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65377 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -3641603.000000 Penalty: 1010.727478 Iteration 11Q: 3 clusters Score -3641603 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65729 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -3641810.000000 Penalty: 1010.727478 Iteration 12Q: 3 clusters Score -3641810 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65968 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -3641963.500000 Penalty: 1010.727478 Iteration 13Q: 3 clusters Score -3641964 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66129 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -3642074.750000 Penalty: 1010.727478 Iteration 14Q: 3 clusters Score -3642075 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66242 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -3642137.750000 Penalty: 1010.727478 Iteration 15Q: 3 clusters Score -3642138 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66306 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -3642187.000000 Penalty: 1010.727478 Iteration 16Q: 3 clusters Score -3642187 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66347 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -3642223.250000 Penalty: 1010.727478 Iteration 17Q: 3 clusters Score -3642223 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66363 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3642241.500000 Penalty: 1010.727478 Iteration 18Q: 3 clusters Score -3642242 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66374 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -3642247.250000 Penalty: 1010.727478 Iteration 19Q: 3 clusters Score -3642247 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66373 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -3642249.500000 Penalty: 1010.727478 Iteration 20F: 3 clusters Score -3642250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66377 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -3642251.000000 Penalty: 1010.727478 Iteration 21Q: 3 clusters Score -3642251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66381 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3642254.500000 Penalty: 1010.727478 Iteration 22Q: 3 clusters Score -3642254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66383 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -3642253.000000 Penalty: 1010.727478 Iteration 23Q: 3 clusters Score -3642253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66383 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -3642253.000000 Penalty: 1010.727478 Iteration 24F: 3 clusters Score -3642253 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (19983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Entering Unmasked Estep Score: -1042382.750000 Penalty: 450.570007 Iteration 0F: 2 clusters Score -1042383 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 9943 members Entering Unmasked Estep Score: -1029065.000000 Penalty: 901.140015 Iteration 0F: 3 clusters Score -1029065 nChanged 9560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 9153 members Entering Unmasked Estep Score: -1034967.187500 Penalty: 901.140015 Iteration 1F: 3 clusters Score -1034967 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -1035794.687500 Penalty: 901.140015 Iteration 2F: 3 clusters Score -1035795 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -1036762.312500 Penalty: 901.140015 Iteration 3F: 3 clusters Score -1036762 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1037727.687500 Penalty: 901.140015 Iteration 4F: 3 clusters Score -1037728 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -1038600.500000 Penalty: 901.140015 Iteration 5F: 3 clusters Score -1038600 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1039250.187500 Penalty: 901.140015 Iteration 6Q: 3 clusters Score -1039250 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1039798.125000 Penalty: 901.140015 Iteration 7Q: 3 clusters Score -1039798 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14754 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1040179.125000 Penalty: 901.140015 Iteration 8Q: 3 clusters Score -1040179 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -1040444.562500 Penalty: 901.140015 Iteration 9Q: 3 clusters Score -1040445 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1040645.250000 Penalty: 901.140015 Iteration 10Q: 3 clusters Score -1040645 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1040784.562500 Penalty: 901.140015 Iteration 11Q: 3 clusters Score -1040785 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1040897.062500 Penalty: 901.140015 Iteration 12Q: 3 clusters Score -1040897 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1041005.437500 Penalty: 901.140015 Iteration 13Q: 3 clusters Score -1041005 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1041109.500000 Penalty: 901.140015 Iteration 14Q: 3 clusters Score -1041110 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1041197.437500 Penalty: 901.140015 Iteration 15Q: 3 clusters Score -1041197 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1041293.875000 Penalty: 901.140015 Iteration 16Q: 3 clusters Score -1041294 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1041399.562500 Penalty: 901.140015 Iteration 17Q: 3 clusters Score -1041400 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16739 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1041496.062500 Penalty: 901.140015 Iteration 18Q: 3 clusters Score -1041496 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1041568.375000 Penalty: 901.140015 Iteration 19Q: 3 clusters Score -1041568 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1041619.812500 Penalty: 901.140015 Iteration 20F: 3 clusters Score -1041620 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17014 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1041657.875000 Penalty: 901.140015 Iteration 21Q: 3 clusters Score -1041658 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17078 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -1041684.375000 Penalty: 901.140015 Iteration 22Q: 3 clusters Score -1041684 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1041705.125000 Penalty: 901.140015 Iteration 23Q: 3 clusters Score -1041705 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17163 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1041720.937500 Penalty: 901.140015 Iteration 24Q: 3 clusters Score -1041721 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17202 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1041732.562500 Penalty: 901.140015 Iteration 25Q: 3 clusters Score -1041733 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17247 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1041746.812500 Penalty: 901.140015 Iteration 26Q: 3 clusters Score -1041747 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1041754.937500 Penalty: 901.140015 Iteration 27Q: 3 clusters Score -1041755 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1041764.937500 Penalty: 901.140015 Iteration 28Q: 3 clusters Score -1041765 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1041776.062500 Penalty: 901.140015 Iteration 29Q: 3 clusters Score -1041776 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17400 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1041786.312500 Penalty: 901.140015 Iteration 30Q: 3 clusters Score -1041786 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17425 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1041787.187500 Penalty: 901.140015 Iteration 31Q: 3 clusters Score -1041787 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17442 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1041791.937500 Penalty: 901.140015 Iteration 32Q: 3 clusters Score -1041792 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17458 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1041791.812500 Penalty: 901.140015 Iteration 33Q: 3 clusters Score -1041792 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17472 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1041795.437500 Penalty: 901.140015 Iteration 34Q: 3 clusters Score -1041795 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1041796.375000 Penalty: 901.140015 Iteration 35Q: 3 clusters Score -1041796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17494 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1041796.562500 Penalty: 901.140015 Iteration 36Q: 3 clusters Score -1041797 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1041797.250000 Penalty: 901.140015 Iteration 37Q: 3 clusters Score -1041797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1041798.062500 Penalty: 901.140015 Iteration 38Q: 3 clusters Score -1041798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1041799.250000 Penalty: 901.140015 Iteration 39Q: 3 clusters Score -1041799 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17539 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1041802.125000 Penalty: 901.140015 Iteration 40F: 3 clusters Score -1041802 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1041804.625000 Penalty: 901.140015 Iteration 41Q: 3 clusters Score -1041805 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1041806.562500 Penalty: 901.140015 Iteration 42Q: 3 clusters Score -1041807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1041807.375000 Penalty: 901.140015 Iteration 43Q: 3 clusters Score -1041807 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17560 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1041805.312500 Penalty: 901.140015 Iteration 44Q: 3 clusters Score -1041805 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1041805.312500 Penalty: 901.140015 Iteration 45Q: 3 clusters Score -1041805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1041805.625000 Penalty: 901.140015 Iteration 46Q: 3 clusters Score -1041806 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1041805.062500 Penalty: 901.140015 Iteration 47Q: 3 clusters Score -1041805 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17583 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1041805.250000 Penalty: 901.140015 Iteration 48Q: 3 clusters Score -1041805 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17587 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1041803.750000 Penalty: 901.140015 Iteration 49Q: 3 clusters Score -1041804 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1041805.875000 Penalty: 901.140015 Iteration 50Q: 3 clusters Score -1041806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17597 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1041808.062500 Penalty: 901.140015 Iteration 51Q: 3 clusters Score -1041808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17599 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1041807.750000 Penalty: 901.140015 Iteration 52Q: 3 clusters Score -1041808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1041808.875000 Penalty: 901.140015 Iteration 53Q: 3 clusters Score -1041809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17609 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1041808.312500 Penalty: 901.140015 Iteration 54Q: 3 clusters Score -1041808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17612 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1041807.875000 Penalty: 901.140015 Iteration 55Q: 3 clusters Score -1041808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -1041807.875000 Penalty: 901.140015 Iteration 56Q: 3 clusters Score -1041808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1041807.500000 Penalty: 901.140015 Iteration 57Q: 3 clusters Score -1041808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1041807.250000 Penalty: 901.140015 Iteration 58Q: 3 clusters Score -1041807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1041808.125000 Penalty: 901.140015 Iteration 59Q: 3 clusters Score -1041808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -1041808.250000 Penalty: 901.140015 Iteration 60F: 3 clusters Score -1041808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -1041809.312500 Penalty: 901.140015 Iteration 61Q: 3 clusters Score -1041809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17622 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1041809.875000 Penalty: 901.140015 Iteration 62Q: 3 clusters Score -1041810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1041810.375000 Penalty: 901.140015 Iteration 63Q: 3 clusters Score -1041810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1041809.875000 Penalty: 901.140015 Iteration 64Q: 3 clusters Score -1041810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17633 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1041809.562500 Penalty: 901.140015 Iteration 65Q: 3 clusters Score -1041810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17638 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1041810.062500 Penalty: 901.140015 Iteration 66Q: 3 clusters Score -1041810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17645 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1041812.312500 Penalty: 901.140015 Iteration 67Q: 3 clusters Score -1041812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17651 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1041810.000000 Penalty: 901.140015 Iteration 68Q: 3 clusters Score -1041810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1041812.500000 Penalty: 901.140015 Iteration 69Q: 3 clusters Score -1041812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1041812.812500 Penalty: 901.140015 Iteration 70Q: 3 clusters Score -1041813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1041813.625000 Penalty: 901.140015 Iteration 71Q: 3 clusters Score -1041814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1041813.750000 Penalty: 901.140015 Iteration 72Q: 3 clusters Score -1041814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1041814.187500 Penalty: 901.140015 Iteration 73Q: 3 clusters Score -1041814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1041813.687500 Penalty: 901.140015 Iteration 74Q: 3 clusters Score -1041814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1041812.625000 Penalty: 901.140015 Iteration 75Q: 3 clusters Score -1041813 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1041812.687500 Penalty: 901.140015 Iteration 76Q: 3 clusters Score -1041813 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1041812.687500 Penalty: 901.140015 Iteration 77F: 3 clusters Score -1041813 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26647 members Entering Unmasked Estep Score: -1491849.250000 Penalty: 463.664642 Iteration 0F: 2 clusters Score -1491849 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -1474066.750000 Penalty: 927.329285 Iteration 0F: 3 clusters Score -1474067 nChanged 12816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13569 members Mstep: Class 2 contains 13078 members Entering Unmasked Estep Score: -1482003.000000 Penalty: 927.329285 Iteration 1F: 3 clusters Score -1482003 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -1482807.750000 Penalty: 927.329285 Iteration 2F: 3 clusters Score -1482808 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -1483574.625000 Penalty: 927.329285 Iteration 3F: 3 clusters Score -1483575 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -1484265.125000 Penalty: 927.329285 Iteration 4F: 3 clusters Score -1484265 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -1484944.375000 Penalty: 927.329285 Iteration 5F: 3 clusters Score -1484944 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -1485538.375000 Penalty: 927.329285 Iteration 6Q: 3 clusters Score -1485538 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -1486039.375000 Penalty: 927.329285 Iteration 7Q: 3 clusters Score -1486039 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -1486462.000000 Penalty: 927.329285 Iteration 8Q: 3 clusters Score -1486462 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13304 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -1486828.500000 Penalty: 927.329285 Iteration 9Q: 3 clusters Score -1486828 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -1487121.750000 Penalty: 927.329285 Iteration 10Q: 3 clusters Score -1487122 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -1487321.375000 Penalty: 927.329285 Iteration 11Q: 3 clusters Score -1487321 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -1487438.500000 Penalty: 927.329285 Iteration 12Q: 3 clusters Score -1487438 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -1487501.875000 Penalty: 927.329285 Iteration 13Q: 3 clusters Score -1487502 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 13666 members Entering Unmasked Estep Score: -1487542.375000 Penalty: 927.329285 Iteration 14Q: 3 clusters Score -1487542 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12836 members Mstep: Class 2 contains 13811 members Entering Unmasked Estep Score: -1487592.375000 Penalty: 927.329285 Iteration 15Q: 3 clusters Score -1487592 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12674 members Mstep: Class 2 contains 13973 members Entering Unmasked Estep Score: -1487633.375000 Penalty: 927.329285 Iteration 16Q: 3 clusters Score -1487633 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -1487676.250000 Penalty: 927.329285 Iteration 17Q: 3 clusters Score -1487676 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12280 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -1487715.000000 Penalty: 927.329285 Iteration 18Q: 3 clusters Score -1487715 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 14593 members Entering Unmasked Estep Score: -1487751.375000 Penalty: 927.329285 Iteration 19Q: 3 clusters Score -1487751 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -1487806.500000 Penalty: 927.329285 Iteration 20F: 3 clusters Score -1487806 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1487875.125000 Penalty: 927.329285 Iteration 21Q: 3 clusters Score -1487875 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 15466 members Entering Unmasked Estep Score: -1487951.500000 Penalty: 927.329285 Iteration 22Q: 3 clusters Score -1487952 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -1488031.375000 Penalty: 927.329285 Iteration 23Q: 3 clusters Score -1488031 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 16196 members Entering Unmasked Estep Score: -1488133.750000 Penalty: 927.329285 Iteration 24Q: 3 clusters Score -1488134 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 16637 members Entering Unmasked Estep Score: -1488267.875000 Penalty: 927.329285 Iteration 25Q: 3 clusters Score -1488268 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 17116 members Entering Unmasked Estep Score: -1488421.250000 Penalty: 927.329285 Iteration 26Q: 3 clusters Score -1488421 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -1488590.625000 Penalty: 927.329285 Iteration 27Q: 3 clusters Score -1488591 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 18194 members Entering Unmasked Estep Score: -1488805.250000 Penalty: 927.329285 Iteration 28Q: 3 clusters Score -1488805 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 18802 members Entering Unmasked Estep Score: -1489045.625000 Penalty: 927.329285 Iteration 29Q: 3 clusters Score -1489046 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 19461 members Entering Unmasked Estep Score: -1489334.875000 Penalty: 927.329285 Iteration 30Q: 3 clusters Score -1489335 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 20106 members Entering Unmasked Estep Score: -1489615.750000 Penalty: 927.329285 Iteration 31Q: 3 clusters Score -1489616 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -1489886.500000 Penalty: 927.329285 Iteration 32Q: 3 clusters Score -1489886 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 21259 members Entering Unmasked Estep Score: -1490152.625000 Penalty: 927.329285 Iteration 33Q: 3 clusters Score -1490153 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -1490430.250000 Penalty: 927.329285 Iteration 34Q: 3 clusters Score -1490430 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 22318 members Entering Unmasked Estep Score: -1490679.750000 Penalty: 927.329285 Iteration 35Q: 3 clusters Score -1490680 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 22746 members Entering Unmasked Estep Score: -1490865.375000 Penalty: 927.329285 Iteration 36Q: 3 clusters Score -1490865 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -1491010.750000 Penalty: 927.329285 Iteration 37Q: 3 clusters Score -1491011 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 23429 members Entering Unmasked Estep Score: -1491112.625000 Penalty: 927.329285 Iteration 38Q: 3 clusters Score -1491113 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 23684 members Entering Unmasked Estep Score: -1491193.000000 Penalty: 927.329285 Iteration 39Q: 3 clusters Score -1491193 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 23885 members Entering Unmasked Estep Score: -1491298.000000 Penalty: 927.329285 Iteration 40F: 3 clusters Score -1491298 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -1491385.250000 Penalty: 927.329285 Iteration 41Q: 3 clusters Score -1491385 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 24315 members Entering Unmasked Estep Score: -1491458.375000 Penalty: 927.329285 Iteration 42Q: 3 clusters Score -1491458 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 24483 members Entering Unmasked Estep Score: -1491517.375000 Penalty: 927.329285 Iteration 43Q: 3 clusters Score -1491517 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 24657 members Entering Unmasked Estep Score: -1491575.500000 Penalty: 927.329285 Iteration 44Q: 3 clusters Score -1491576 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 24787 members Entering Unmasked Estep Score: -1491625.375000 Penalty: 927.329285 Iteration 45Q: 3 clusters Score -1491625 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 24881 members Entering Unmasked Estep Score: -1491647.250000 Penalty: 927.329285 Iteration 46Q: 3 clusters Score -1491647 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 24963 members Entering Unmasked Estep Score: -1491667.250000 Penalty: 927.329285 Iteration 47Q: 3 clusters Score -1491667 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 25041 members Entering Unmasked Estep Score: -1491692.875000 Penalty: 927.329285 Iteration 48Q: 3 clusters Score -1491693 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 25108 members Entering Unmasked Estep Score: -1491710.750000 Penalty: 927.329285 Iteration 49Q: 3 clusters Score -1491711 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 25176 members Entering Unmasked Estep Score: -1491728.875000 Penalty: 927.329285 Iteration 50Q: 3 clusters Score -1491729 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 25229 members Entering Unmasked Estep Score: -1491740.375000 Penalty: 927.329285 Iteration 51Q: 3 clusters Score -1491740 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 25267 members Entering Unmasked Estep Score: -1491746.500000 Penalty: 927.329285 Iteration 52Q: 3 clusters Score -1491746 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 25303 members Entering Unmasked Estep Score: -1491751.250000 Penalty: 927.329285 Iteration 53Q: 3 clusters Score -1491751 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 25328 members Entering Unmasked Estep Score: -1491759.000000 Penalty: 927.329285 Iteration 54Q: 3 clusters Score -1491759 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 25365 members Entering Unmasked Estep Score: -1491768.125000 Penalty: 927.329285 Iteration 55Q: 3 clusters Score -1491768 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -1491773.500000 Penalty: 927.329285 Iteration 56Q: 3 clusters Score -1491774 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 25423 members Entering Unmasked Estep Score: -1491773.125000 Penalty: 927.329285 Iteration 57Q: 3 clusters Score -1491773 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 25444 members Entering Unmasked Estep Score: -1491777.250000 Penalty: 927.329285 Iteration 58Q: 3 clusters Score -1491777 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 25463 members Entering Unmasked Estep Score: -1491777.500000 Penalty: 927.329285 Iteration 59Q: 3 clusters Score -1491778 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 25479 members Entering Unmasked Estep Score: -1491782.125000 Penalty: 927.329285 Iteration 60F: 3 clusters Score -1491782 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -1491783.375000 Penalty: 927.329285 Iteration 61Q: 3 clusters Score -1491783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 25496 members Entering Unmasked Estep Score: -1491783.750000 Penalty: 927.329285 Iteration 62Q: 3 clusters Score -1491784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 25501 members Entering Unmasked Estep Score: -1491785.250000 Penalty: 927.329285 Iteration 63Q: 3 clusters Score -1491785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 25505 members Entering Unmasked Estep Score: -1491786.500000 Penalty: 927.329285 Iteration 64Q: 3 clusters Score -1491786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -1491785.625000 Penalty: 927.329285 Iteration 65Q: 3 clusters Score -1491786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -1491785.625000 Penalty: 927.329285 Iteration 66F: 3 clusters Score -1491786 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Entering Unmasked Estep Score: -139320.750000 Penalty: 364.061646 Iteration 0F: 2 clusters Score -139320.8 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 1514 members Entering Unmasked Estep Score: -137233.546875 Penalty: 728.123291 Iteration 0F: 3 clusters Score -137233.5 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -137973.968750 Penalty: 728.123291 Iteration 1F: 3 clusters Score -137974 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -138065.171875 Penalty: 728.123291 Iteration 2F: 3 clusters Score -138065.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -138129.562500 Penalty: 728.123291 Iteration 3F: 3 clusters Score -138129.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -138181.921875 Penalty: 728.123291 Iteration 4Q: 3 clusters Score -138181.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -138242.281250 Penalty: 728.123291 Iteration 5Q: 3 clusters Score -138242.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -138300.875000 Penalty: 728.123291 Iteration 6Q: 3 clusters Score -138300.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -138388.078125 Penalty: 728.123291 Iteration 7Q: 3 clusters Score -138388.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -138467.031250 Penalty: 728.123291 Iteration 8Q: 3 clusters Score -138467 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -138516.359375 Penalty: 728.123291 Iteration 9Q: 3 clusters Score -138516.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -138549.375000 Penalty: 728.123291 Iteration 10Q: 3 clusters Score -138549.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -138579.515625 Penalty: 728.123291 Iteration 11Q: 3 clusters Score -138579.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -138601.687500 Penalty: 728.123291 Iteration 12Q: 3 clusters Score -138601.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -138620.437500 Penalty: 728.123291 Iteration 13Q: 3 clusters Score -138620.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -138631.093750 Penalty: 728.123291 Iteration 14Q: 3 clusters Score -138631.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -138637.781250 Penalty: 728.123291 Iteration 15Q: 3 clusters Score -138637.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -138642.937500 Penalty: 728.123291 Iteration 16Q: 3 clusters Score -138642.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -138647.343750 Penalty: 728.123291 Iteration 17Q: 3 clusters Score -138647.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -138656.218750 Penalty: 728.123291 Iteration 18Q: 3 clusters Score -138656.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -138665.515625 Penalty: 728.123291 Iteration 19Q: 3 clusters Score -138665.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -138679.031250 Penalty: 728.123291 Iteration 20F: 3 clusters Score -138679 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -138690.031250 Penalty: 728.123291 Iteration 21Q: 3 clusters Score -138690 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -138696.546875 Penalty: 728.123291 Iteration 22Q: 3 clusters Score -138696.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -138701.484375 Penalty: 728.123291 Iteration 23Q: 3 clusters Score -138701.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -138704.968750 Penalty: 728.123291 Iteration 24Q: 3 clusters Score -138705 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -138707.515625 Penalty: 728.123291 Iteration 25Q: 3 clusters Score -138707.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -138710.078125 Penalty: 728.123291 Iteration 26Q: 3 clusters Score -138710.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -138712.640625 Penalty: 728.123291 Iteration 27Q: 3 clusters Score -138712.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -138715.218750 Penalty: 728.123291 Iteration 28Q: 3 clusters Score -138715.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -138717.531250 Penalty: 728.123291 Iteration 29Q: 3 clusters Score -138717.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -138718.968750 Penalty: 728.123291 Iteration 30Q: 3 clusters Score -138719 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -138719.437500 Penalty: 728.123291 Iteration 31Q: 3 clusters Score -138719.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -138720.359375 Penalty: 728.123291 Iteration 32Q: 3 clusters Score -138720.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -138720.765625 Penalty: 728.123291 Iteration 33Q: 3 clusters Score -138720.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -138720.875000 Penalty: 728.123291 Iteration 34Q: 3 clusters Score -138720.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -138721.515625 Penalty: 728.123291 Iteration 35Q: 3 clusters Score -138721.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -138722.203125 Penalty: 728.123291 Iteration 36Q: 3 clusters Score -138722.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -138723.375000 Penalty: 728.123291 Iteration 37Q: 3 clusters Score -138723.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -138723.828125 Penalty: 728.123291 Iteration 38Q: 3 clusters Score -138723.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -138724.734375 Penalty: 728.123291 Iteration 39Q: 3 clusters Score -138724.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -138724.781250 Penalty: 728.123291 Iteration 40F: 3 clusters Score -138724.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -138724.875000 Penalty: 728.123291 Iteration 41Q: 3 clusters Score -138724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -138724.859375 Penalty: 728.123291 Iteration 42Q: 3 clusters Score -138724.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -138724.859375 Penalty: 728.123291 Iteration 43F: 3 clusters Score -138724.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Entering Unmasked Estep Score: -367444.531250 Penalty: 404.776062 Iteration 0F: 2 clusters Score -367444.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -362531.750000 Penalty: 809.552124 Iteration 0F: 3 clusters Score -362531.8 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -364565.562500 Penalty: 809.552124 Iteration 1F: 3 clusters Score -364565.6 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -364877.531250 Penalty: 809.552124 Iteration 2F: 3 clusters Score -364877.5 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -365284.468750 Penalty: 809.552124 Iteration 3F: 3 clusters Score -365284.5 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -365751.218750 Penalty: 809.552124 Iteration 4F: 3 clusters Score -365751.2 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -366218.812500 Penalty: 809.552124 Iteration 5F: 3 clusters Score -366218.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -366580.437500 Penalty: 809.552124 Iteration 6F: 3 clusters Score -366580.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -366815.000000 Penalty: 809.552124 Iteration 7Q: 3 clusters Score -366815 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -366941.281250 Penalty: 809.552124 Iteration 8Q: 3 clusters Score -366941.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -367009.000000 Penalty: 809.552124 Iteration 9Q: 3 clusters Score -367009 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -367050.062500 Penalty: 809.552124 Iteration 10Q: 3 clusters Score -367050.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -367073.093750 Penalty: 809.552124 Iteration 11Q: 3 clusters Score -367073.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -367089.187500 Penalty: 809.552124 Iteration 12Q: 3 clusters Score -367089.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -367108.406250 Penalty: 809.552124 Iteration 13Q: 3 clusters Score -367108.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -367118.093750 Penalty: 809.552124 Iteration 14Q: 3 clusters Score -367118.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -367121.687500 Penalty: 809.552124 Iteration 15Q: 3 clusters Score -367121.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -367124.968750 Penalty: 809.552124 Iteration 16Q: 3 clusters Score -367125 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -367129.937500 Penalty: 809.552124 Iteration 17Q: 3 clusters Score -367129.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -367132.062500 Penalty: 809.552124 Iteration 18Q: 3 clusters Score -367132.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -367133.312500 Penalty: 809.552124 Iteration 19Q: 3 clusters Score -367133.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -367133.312500 Penalty: 809.552124 Iteration 20F: 3 clusters Score -367133.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Entering Unmasked Estep Score: -241851.640625 Penalty: 380.521484 Iteration 0F: 2 clusters Score -241851.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -238953.968750 Penalty: 761.042969 Iteration 0F: 3 clusters Score -238954 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -240149.828125 Penalty: 761.042969 Iteration 1F: 3 clusters Score -240149.8 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -240384.140625 Penalty: 761.042969 Iteration 2F: 3 clusters Score -240384.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -240601.109375 Penalty: 761.042969 Iteration 3F: 3 clusters Score -240601.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -240782.796875 Penalty: 761.042969 Iteration 4F: 3 clusters Score -240782.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -240983.812500 Penalty: 761.042969 Iteration 5F: 3 clusters Score -240983.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -241173.859375 Penalty: 761.042969 Iteration 6Q: 3 clusters Score -241173.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -241323.890625 Penalty: 761.042969 Iteration 7Q: 3 clusters Score -241323.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -241409.828125 Penalty: 761.042969 Iteration 8Q: 3 clusters Score -241409.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -241469.718750 Penalty: 761.042969 Iteration 9Q: 3 clusters Score -241469.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -241506.093750 Penalty: 761.042969 Iteration 10Q: 3 clusters Score -241506.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -241527.000000 Penalty: 761.042969 Iteration 11Q: 3 clusters Score -241527 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -241543.437500 Penalty: 761.042969 Iteration 12Q: 3 clusters Score -241543.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -241551.687500 Penalty: 761.042969 Iteration 13Q: 3 clusters Score -241551.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -241557.468750 Penalty: 761.042969 Iteration 14Q: 3 clusters Score -241557.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -241560.000000 Penalty: 761.042969 Iteration 15Q: 3 clusters Score -241560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -241562.953125 Penalty: 761.042969 Iteration 16Q: 3 clusters Score -241563 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -241565.109375 Penalty: 761.042969 Iteration 17Q: 3 clusters Score -241565.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -241567.203125 Penalty: 761.042969 Iteration 18Q: 3 clusters Score -241567.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -241568.625000 Penalty: 761.042969 Iteration 19Q: 3 clusters Score -241568.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -241570.531250 Penalty: 761.042969 Iteration 20F: 3 clusters Score -241570.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -241571.109375 Penalty: 761.042969 Iteration 21Q: 3 clusters Score -241571.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -241571.109375 Penalty: 761.042969 Iteration 22F: 3 clusters Score -241571.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -132673.328125 Penalty: 361.987793 Iteration 0F: 2 clusters Score -132673.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -130651.890625 Penalty: 723.975586 Iteration 0F: 3 clusters Score -130651.9 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -131374.171875 Penalty: 723.975586 Iteration 1F: 3 clusters Score -131374.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -131511.296875 Penalty: 723.975586 Iteration 2F: 3 clusters Score -131511.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -131629.984375 Penalty: 723.975586 Iteration 3F: 3 clusters Score -131630 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -131743.687500 Penalty: 723.975586 Iteration 4F: 3 clusters Score -131743.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -131821.328125 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -131821.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -131863.203125 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -131863.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -131896.109375 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -131896.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -131928.671875 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -131928.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -131968.187500 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -131968.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -132007.781250 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -132007.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -132044.984375 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -132045 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -132067.984375 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -132068 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -132088.953125 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -132089 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -132107.125000 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -132107.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -132135.093750 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -132135.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -132159.671875 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -132159.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -132186.531250 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -132186.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -132207.328125 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -132207.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -132220.843750 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -132220.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -132239.203125 Penalty: 723.975586 Iteration 20F: 3 clusters Score -132239.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -132256.656250 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -132256.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -132272.312500 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -132272.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -132294.921875 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -132294.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -132314.781250 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -132314.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -132327.593750 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -132327.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -132340.812500 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -132340.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -132356.671875 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -132356.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -132386.250000 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -132386.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -132412.796875 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -132412.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -132429.703125 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -132429.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -132445.375000 Penalty: 723.975586 Iteration 31Q: 3 clusters Score -132445.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -132455.531250 Penalty: 723.975586 Iteration 32Q: 3 clusters Score -132455.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -132462.078125 Penalty: 723.975586 Iteration 33Q: 3 clusters Score -132462.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -132467.062500 Penalty: 723.975586 Iteration 34Q: 3 clusters Score -132467.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -132469.937500 Penalty: 723.975586 Iteration 35Q: 3 clusters Score -132469.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -132471.109375 Penalty: 723.975586 Iteration 36Q: 3 clusters Score -132471.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -132471.734375 Penalty: 723.975586 Iteration 37Q: 3 clusters Score -132471.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -132471.843750 Penalty: 723.975586 Iteration 38Q: 3 clusters Score -132471.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -132472.250000 Penalty: 723.975586 Iteration 39Q: 3 clusters Score -132472.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -132472.406250 Penalty: 723.975586 Iteration 40F: 3 clusters Score -132472.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -132472.500000 Penalty: 723.975586 Iteration 41Q: 3 clusters Score -132472.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -132472.296875 Penalty: 723.975586 Iteration 42Q: 3 clusters Score -132472.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -132472.750000 Penalty: 723.975586 Iteration 43Q: 3 clusters Score -132472.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -132473.062500 Penalty: 723.975586 Iteration 44Q: 3 clusters Score -132473.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -132473.843750 Penalty: 723.975586 Iteration 45Q: 3 clusters Score -132473.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -132473.843750 Penalty: 723.975586 Iteration 46F: 3 clusters Score -132473.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Entering Unmasked Estep Score: -426894.156250 Penalty: 408.258636 Iteration 0F: 2 clusters Score -426894.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -421638.156250 Penalty: 816.517273 Iteration 0F: 3 clusters Score -421638.2 nChanged 3690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -423685.000000 Penalty: 816.517273 Iteration 1F: 3 clusters Score -423685 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -423853.531250 Penalty: 816.517273 Iteration 2F: 3 clusters Score -423853.5 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -424026.375000 Penalty: 816.517273 Iteration 3F: 3 clusters Score -424026.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -424223.437500 Penalty: 816.517273 Iteration 4F: 3 clusters Score -424223.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -424467.281250 Penalty: 816.517273 Iteration 5F: 3 clusters Score -424467.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -424773.875000 Penalty: 816.517273 Iteration 6F: 3 clusters Score -424773.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -425091.062500 Penalty: 816.517273 Iteration 7F: 3 clusters Score -425091.1 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -425308.781250 Penalty: 816.517273 Iteration 8Q: 3 clusters Score -425308.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -425428.437500 Penalty: 816.517273 Iteration 9Q: 3 clusters Score -425428.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -425496.031250 Penalty: 816.517273 Iteration 10Q: 3 clusters Score -425496 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -425552.125000 Penalty: 816.517273 Iteration 11Q: 3 clusters Score -425552.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -425617.531250 Penalty: 816.517273 Iteration 12Q: 3 clusters Score -425617.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -425672.625000 Penalty: 816.517273 Iteration 13Q: 3 clusters Score -425672.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -425727.000000 Penalty: 816.517273 Iteration 14Q: 3 clusters Score -425727 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -425788.187500 Penalty: 816.517273 Iteration 15Q: 3 clusters Score -425788.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -425862.062500 Penalty: 816.517273 Iteration 16Q: 3 clusters Score -425862.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -425934.500000 Penalty: 816.517273 Iteration 17Q: 3 clusters Score -425934.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -426003.968750 Penalty: 816.517273 Iteration 18Q: 3 clusters Score -426004 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -426076.875000 Penalty: 816.517273 Iteration 19Q: 3 clusters Score -426076.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -426149.000000 Penalty: 816.517273 Iteration 20F: 3 clusters Score -426149 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -426211.468750 Penalty: 816.517273 Iteration 21Q: 3 clusters Score -426211.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -426273.343750 Penalty: 816.517273 Iteration 22Q: 3 clusters Score -426273.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -426325.437500 Penalty: 816.517273 Iteration 23Q: 3 clusters Score -426325.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -426367.000000 Penalty: 816.517273 Iteration 24Q: 3 clusters Score -426367 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -426403.593750 Penalty: 816.517273 Iteration 25Q: 3 clusters Score -426403.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -426433.156250 Penalty: 816.517273 Iteration 26Q: 3 clusters Score -426433.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -426455.437500 Penalty: 816.517273 Iteration 27Q: 3 clusters Score -426455.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -426468.656250 Penalty: 816.517273 Iteration 28Q: 3 clusters Score -426468.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -426483.562500 Penalty: 816.517273 Iteration 29Q: 3 clusters Score -426483.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -426499.562500 Penalty: 816.517273 Iteration 30Q: 3 clusters Score -426499.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -426512.125000 Penalty: 816.517273 Iteration 31Q: 3 clusters Score -426512.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -426521.062500 Penalty: 816.517273 Iteration 32Q: 3 clusters Score -426521.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -426528.812500 Penalty: 816.517273 Iteration 33Q: 3 clusters Score -426528.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -426536.875000 Penalty: 816.517273 Iteration 34Q: 3 clusters Score -426536.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -426544.218750 Penalty: 816.517273 Iteration 35Q: 3 clusters Score -426544.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -426546.156250 Penalty: 816.517273 Iteration 36Q: 3 clusters Score -426546.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -426548.625000 Penalty: 816.517273 Iteration 37Q: 3 clusters Score -426548.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -426550.187500 Penalty: 816.517273 Iteration 38Q: 3 clusters Score -426550.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -426556.218750 Penalty: 816.517273 Iteration 39Q: 3 clusters Score -426556.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -426559.750000 Penalty: 816.517273 Iteration 40F: 3 clusters Score -426559.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -426560.156250 Penalty: 816.517273 Iteration 41Q: 3 clusters Score -426560.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -426561.156250 Penalty: 816.517273 Iteration 42Q: 3 clusters Score -426561.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -426561.812500 Penalty: 816.517273 Iteration 43Q: 3 clusters Score -426561.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -426562.531250 Penalty: 816.517273 Iteration 44Q: 3 clusters Score -426562.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -426564.906250 Penalty: 816.517273 Iteration 45Q: 3 clusters Score -426564.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -426565.187500 Penalty: 816.517273 Iteration 46Q: 3 clusters Score -426565.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -426566.687500 Penalty: 816.517273 Iteration 47Q: 3 clusters Score -426566.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -426568.031250 Penalty: 816.517273 Iteration 48Q: 3 clusters Score -426568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -426570.593750 Penalty: 816.517273 Iteration 49Q: 3 clusters Score -426570.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -426573.218750 Penalty: 816.517273 Iteration 50Q: 3 clusters Score -426573.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -426577.312500 Penalty: 816.517273 Iteration 51Q: 3 clusters Score -426577.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -426579.593750 Penalty: 816.517273 Iteration 52Q: 3 clusters Score -426579.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -426582.093750 Penalty: 816.517273 Iteration 53Q: 3 clusters Score -426582.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -426582.906250 Penalty: 816.517273 Iteration 54Q: 3 clusters Score -426582.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -426582.437500 Penalty: 816.517273 Iteration 55Q: 3 clusters Score -426582.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -426582.437500 Penalty: 816.517273 Iteration 56F: 3 clusters Score -426582.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Entering Unmasked Estep Score: -271328.843750 Penalty: 384.996826 Iteration 0F: 2 clusters Score -271328.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -268106.500000 Penalty: 769.993652 Iteration 0F: 3 clusters Score -268106.5 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -269258.031250 Penalty: 769.993652 Iteration 1F: 3 clusters Score -269258 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -269338.812500 Penalty: 769.993652 Iteration 2F: 3 clusters Score -269338.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -269429.187500 Penalty: 769.993652 Iteration 3Q: 3 clusters Score -269429.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -269564.187500 Penalty: 769.993652 Iteration 4F: 3 clusters Score -269564.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -269771.531250 Penalty: 769.993652 Iteration 5F: 3 clusters Score -269771.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -270038.625000 Penalty: 769.993652 Iteration 6F: 3 clusters Score -270038.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -270367.843750 Penalty: 769.993652 Iteration 7F: 3 clusters Score -270367.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -270630.031250 Penalty: 769.993652 Iteration 8F: 3 clusters Score -270630 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -270808.437500 Penalty: 769.993652 Iteration 9Q: 3 clusters Score -270808.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -270894.750000 Penalty: 769.993652 Iteration 10Q: 3 clusters Score -270894.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -270937.718750 Penalty: 769.993652 Iteration 11Q: 3 clusters Score -270937.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -270954.468750 Penalty: 769.993652 Iteration 12Q: 3 clusters Score -270954.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -270966.343750 Penalty: 769.993652 Iteration 13Q: 3 clusters Score -270966.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -270973.906250 Penalty: 769.993652 Iteration 14Q: 3 clusters Score -270973.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -270980.500000 Penalty: 769.993652 Iteration 15Q: 3 clusters Score -270980.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -270988.812500 Penalty: 769.993652 Iteration 16Q: 3 clusters Score -270988.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -270998.187500 Penalty: 769.993652 Iteration 17Q: 3 clusters Score -270998.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -271002.000000 Penalty: 769.993652 Iteration 18Q: 3 clusters Score -271002 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -271004.625000 Penalty: 769.993652 Iteration 19Q: 3 clusters Score -271004.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -271007.218750 Penalty: 769.993652 Iteration 20F: 3 clusters Score -271007.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -271009.718750 Penalty: 769.993652 Iteration 21Q: 3 clusters Score -271009.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -271009.718750 Penalty: 769.993652 Iteration 22F: 3 clusters Score -271009.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (43219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43219 members Entering Unmasked Estep Score: -2422899.500000 Penalty: 485.668610 Iteration 0F: 2 clusters Score -2422900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21811 members Mstep: Class 2 contains 21408 members Entering Unmasked Estep Score: -2394024.500000 Penalty: 971.337219 Iteration 0F: 3 clusters Score -2394024 nChanged 20869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26056 members Mstep: Class 2 contains 17163 members Entering Unmasked Estep Score: -2407954.250000 Penalty: 971.337219 Iteration 1F: 3 clusters Score -2407954 nChanged 2827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28195 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -2409672.000000 Penalty: 971.337219 Iteration 2F: 3 clusters Score -2409672 nChanged 3198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30805 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -2412025.750000 Penalty: 971.337219 Iteration 3F: 3 clusters Score -2412026 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33663 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -2414826.500000 Penalty: 971.337219 Iteration 4F: 3 clusters Score -2414826 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36291 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -2417449.750000 Penalty: 971.337219 Iteration 5F: 3 clusters Score -2417450 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38429 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -2419537.500000 Penalty: 971.337219 Iteration 6F: 3 clusters Score -2419538 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39907 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -2420882.000000 Penalty: 971.337219 Iteration 7Q: 3 clusters Score -2420882 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2421662.500000 Penalty: 971.337219 Iteration 8Q: 3 clusters Score -2421662 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41426 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -2422119.500000 Penalty: 971.337219 Iteration 9Q: 3 clusters Score -2422120 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41802 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -2422417.500000 Penalty: 971.337219 Iteration 10Q: 3 clusters Score -2422418 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42044 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -2422621.250000 Penalty: 971.337219 Iteration 11Q: 3 clusters Score -2422621 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -2422733.500000 Penalty: 971.337219 Iteration 12Q: 3 clusters Score -2422734 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42286 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -2422788.500000 Penalty: 971.337219 Iteration 13Q: 3 clusters Score -2422788 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42377 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -2422850.000000 Penalty: 971.337219 Iteration 14Q: 3 clusters Score -2422850 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42432 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -2422876.250000 Penalty: 971.337219 Iteration 15Q: 3 clusters Score -2422876 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42469 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -2422894.750000 Penalty: 971.337219 Iteration 16Q: 3 clusters Score -2422895 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42506 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -2422907.000000 Penalty: 971.337219 Iteration 17Q: 3 clusters Score -2422907 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42538 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2422921.500000 Penalty: 971.337219 Iteration 18Q: 3 clusters Score -2422922 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42560 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -2422929.500000 Penalty: 971.337219 Iteration 19Q: 3 clusters Score -2422930 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42573 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -2422933.000000 Penalty: 971.337219 Iteration 20F: 3 clusters Score -2422933 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42581 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -2422938.250000 Penalty: 971.337219 Iteration 21Q: 3 clusters Score -2422938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42584 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -2422942.250000 Penalty: 971.337219 Iteration 22Q: 3 clusters Score -2422942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42587 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -2422941.750000 Penalty: 971.337219 Iteration 23Q: 3 clusters Score -2422942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42593 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -2422943.500000 Penalty: 971.337219 Iteration 24Q: 3 clusters Score -2422944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42600 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -2422944.500000 Penalty: 971.337219 Iteration 25Q: 3 clusters Score -2422944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42601 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -2422945.500000 Penalty: 971.337219 Iteration 26Q: 3 clusters Score -2422946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42604 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2422946.250000 Penalty: 971.337219 Iteration 27Q: 3 clusters Score -2422946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42607 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -2422945.500000 Penalty: 971.337219 Iteration 28Q: 3 clusters Score -2422946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42609 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -2422943.750000 Penalty: 971.337219 Iteration 29Q: 3 clusters Score -2422944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42611 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -2422945.250000 Penalty: 971.337219 Iteration 30Q: 3 clusters Score -2422945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42615 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -2422946.250000 Penalty: 971.337219 Iteration 31Q: 3 clusters Score -2422946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42618 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -2422947.000000 Penalty: 971.337219 Iteration 32Q: 3 clusters Score -2422947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42621 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -2422947.750000 Penalty: 971.337219 Iteration 33Q: 3 clusters Score -2422948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42623 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -2422949.500000 Penalty: 971.337219 Iteration 34Q: 3 clusters Score -2422950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42624 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2422949.750000 Penalty: 971.337219 Iteration 35Q: 3 clusters Score -2422950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42624 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2422949.750000 Penalty: 971.337219 Iteration 36F: 3 clusters Score -2422950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6500 members Mstep: Class 3 contains 408 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 66629 members Mstep: Class 6 contains 19983 members Mstep: Class 7 contains 26647 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 7304 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2852 members Mstep: Class 12 contains 7885 members Mstep: Class 13 contains 4729 members Mstep: Class 14 contains 42624 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 26639 members Mstep: Class 18 contains 2234 members Mstep: Class 19 contains 21420 members Mstep: Class 20 contains 116874 members Mstep: Class 21 contains 2447 members Mstep: Class 22 contains 23651 members Mstep: Class 23 contains 8535 members Mstep: Class 24 contains 519 members Mstep: Class 25 contains 5647 members Mstep: Class 26 contains 3820 members Mstep: Class 27 contains 201 members Mstep: Class 28 contains 131 members Mstep: Class 29 contains 595 members Entering Unmasked Estep Score: -21382342.000000 Penalty: 17064.539062 Splitting cluster 14 changes total score from -21382428.000000 to -21382342.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (2518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Entering Unmasked Estep Score: -130847.406250 Penalty: 356.320526 Iteration 0F: 2 clusters Score -130847.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -129094.031250 Penalty: 712.641052 Iteration 0F: 3 clusters Score -129094 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -129612.078125 Penalty: 712.641052 Iteration 1F: 3 clusters Score -129612.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -129672.773438 Penalty: 712.641052 Iteration 2F: 3 clusters Score -129672.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -129757.500000 Penalty: 712.641052 Iteration 3F: 3 clusters Score -129757.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -129861.429688 Penalty: 712.641052 Iteration 4F: 3 clusters Score -129861.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -129974.398438 Penalty: 712.641052 Iteration 5F: 3 clusters Score -129974.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -130067.757812 Penalty: 712.641052 Iteration 6F: 3 clusters Score -130067.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -130140.492188 Penalty: 712.641052 Iteration 7Q: 3 clusters Score -130140.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -130193.953125 Penalty: 712.641052 Iteration 8Q: 3 clusters Score -130194 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -130231.593750 Penalty: 712.641052 Iteration 9Q: 3 clusters Score -130231.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -130260.820312 Penalty: 712.641052 Iteration 10Q: 3 clusters Score -130260.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -130279.859375 Penalty: 712.641052 Iteration 11Q: 3 clusters Score -130279.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -130286.500000 Penalty: 712.641052 Iteration 12Q: 3 clusters Score -130286.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -130290.554688 Penalty: 712.641052 Iteration 13Q: 3 clusters Score -130290.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -130295.203125 Penalty: 712.641052 Iteration 14Q: 3 clusters Score -130295.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -130299.343750 Penalty: 712.641052 Iteration 15Q: 3 clusters Score -130299.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -130303.570312 Penalty: 712.641052 Iteration 16Q: 3 clusters Score -130303.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -130305.750000 Penalty: 712.641052 Iteration 17Q: 3 clusters Score -130305.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -130307.085938 Penalty: 712.641052 Iteration 18Q: 3 clusters Score -130307.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -130308.335938 Penalty: 712.641052 Iteration 19Q: 3 clusters Score -130308.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -130310.054688 Penalty: 712.641052 Iteration 20F: 3 clusters Score -130310.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -130311.304688 Penalty: 712.641052 Iteration 21Q: 3 clusters Score -130311.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -130312.125000 Penalty: 712.641052 Iteration 22Q: 3 clusters Score -130312.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -130313.390625 Penalty: 712.641052 Iteration 23Q: 3 clusters Score -130313.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -130314.429688 Penalty: 712.641052 Iteration 24Q: 3 clusters Score -130314.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -130315.421875 Penalty: 712.641052 Iteration 25Q: 3 clusters Score -130315.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -130316.031250 Penalty: 712.641052 Iteration 26Q: 3 clusters Score -130316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -130316.726562 Penalty: 712.641052 Iteration 27Q: 3 clusters Score -130316.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -130317.671875 Penalty: 712.641052 Iteration 28Q: 3 clusters Score -130317.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -130318.507812 Penalty: 712.641052 Iteration 29Q: 3 clusters Score -130318.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -130319.921875 Penalty: 712.641052 Iteration 30Q: 3 clusters Score -130319.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -130321.867188 Penalty: 712.641052 Iteration 31Q: 3 clusters Score -130321.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -130323.835938 Penalty: 712.641052 Iteration 32Q: 3 clusters Score -130323.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -130326.585938 Penalty: 712.641052 Iteration 33Q: 3 clusters Score -130326.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -130328.679688 Penalty: 712.641052 Iteration 34Q: 3 clusters Score -130328.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -130332.406250 Penalty: 712.641052 Iteration 35Q: 3 clusters Score -130332.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -130333.492188 Penalty: 712.641052 Iteration 36Q: 3 clusters Score -130333.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -130335.398438 Penalty: 712.641052 Iteration 37Q: 3 clusters Score -130335.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -130337.710938 Penalty: 712.641052 Iteration 38Q: 3 clusters Score -130337.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -130339.820312 Penalty: 712.641052 Iteration 39Q: 3 clusters Score -130339.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -130342.492188 Penalty: 712.641052 Iteration 40F: 3 clusters Score -130342.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -130345.976562 Penalty: 712.641052 Iteration 41Q: 3 clusters Score -130346 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -130348.281250 Penalty: 712.641052 Iteration 42Q: 3 clusters Score -130348.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -130350.117188 Penalty: 712.641052 Iteration 43Q: 3 clusters Score -130350.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -130353.242188 Penalty: 712.641052 Iteration 44Q: 3 clusters Score -130353.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -130357.054688 Penalty: 712.641052 Iteration 45Q: 3 clusters Score -130357.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -130359.414062 Penalty: 712.641052 Iteration 46Q: 3 clusters Score -130359.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -130362.226562 Penalty: 712.641052 Iteration 47Q: 3 clusters Score -130362.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -130365.203125 Penalty: 712.641052 Iteration 48Q: 3 clusters Score -130365.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -130367.531250 Penalty: 712.641052 Iteration 49Q: 3 clusters Score -130367.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -130369.203125 Penalty: 712.641052 Iteration 50Q: 3 clusters Score -130369.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -130372.562500 Penalty: 712.641052 Iteration 51Q: 3 clusters Score -130372.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -130376.164062 Penalty: 712.641052 Iteration 52Q: 3 clusters Score -130376.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -130379.179688 Penalty: 712.641052 Iteration 53Q: 3 clusters Score -130379.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -130381.554688 Penalty: 712.641052 Iteration 54Q: 3 clusters Score -130381.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -130384.000000 Penalty: 712.641052 Iteration 55Q: 3 clusters Score -130384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -130385.281250 Penalty: 712.641052 Iteration 56Q: 3 clusters Score -130385.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -130387.617188 Penalty: 712.641052 Iteration 57Q: 3 clusters Score -130387.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -130389.398438 Penalty: 712.641052 Iteration 58Q: 3 clusters Score -130389.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -130391.296875 Penalty: 712.641052 Iteration 59Q: 3 clusters Score -130391.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -130393.562500 Penalty: 712.641052 Iteration 60F: 3 clusters Score -130393.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -130396.250000 Penalty: 712.641052 Iteration 61Q: 3 clusters Score -130396.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -130398.687500 Penalty: 712.641052 Iteration 62Q: 3 clusters Score -130398.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -130400.843750 Penalty: 712.641052 Iteration 63Q: 3 clusters Score -130400.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -130401.343750 Penalty: 712.641052 Iteration 64Q: 3 clusters Score -130401.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -130401.718750 Penalty: 712.641052 Iteration 65Q: 3 clusters Score -130401.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -130401.906250 Penalty: 712.641052 Iteration 66Q: 3 clusters Score -130401.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -130402.671875 Penalty: 712.641052 Iteration 67Q: 3 clusters Score -130402.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -130403.007812 Penalty: 712.641052 Iteration 68Q: 3 clusters Score -130403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -130403.007812 Penalty: 712.641052 Iteration 69F: 3 clusters Score -130403 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Entering Unmasked Estep Score: -107765.585938 Penalty: 351.642914 Iteration 0F: 2 clusters Score -107765.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -106198.312500 Penalty: 703.285828 Iteration 0F: 3 clusters Score -106198.3 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -107011.812500 Penalty: 703.285828 Iteration 1F: 3 clusters Score -107011.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -107232.828125 Penalty: 703.285828 Iteration 2F: 3 clusters Score -107232.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -107387.460938 Penalty: 703.285828 Iteration 3F: 3 clusters Score -107387.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -107483.078125 Penalty: 703.285828 Iteration 4F: 3 clusters Score -107483.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -107526.562500 Penalty: 703.285828 Iteration 5Q: 3 clusters Score -107526.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -107555.570312 Penalty: 703.285828 Iteration 6Q: 3 clusters Score -107555.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -107597.226562 Penalty: 703.285828 Iteration 7Q: 3 clusters Score -107597.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -107619.601562 Penalty: 703.285828 Iteration 8Q: 3 clusters Score -107619.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -107632.687500 Penalty: 703.285828 Iteration 9Q: 3 clusters Score -107632.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -107644.882812 Penalty: 703.285828 Iteration 10Q: 3 clusters Score -107644.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -107652.593750 Penalty: 703.285828 Iteration 11Q: 3 clusters Score -107652.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -107655.867188 Penalty: 703.285828 Iteration 12Q: 3 clusters Score -107655.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -107658.898438 Penalty: 703.285828 Iteration 13Q: 3 clusters Score -107658.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -107659.914062 Penalty: 703.285828 Iteration 14Q: 3 clusters Score -107659.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -107660.820312 Penalty: 703.285828 Iteration 15Q: 3 clusters Score -107660.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107662.476562 Penalty: 703.285828 Iteration 16Q: 3 clusters Score -107662.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107664.726562 Penalty: 703.285828 Iteration 17Q: 3 clusters Score -107664.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -107665.476562 Penalty: 703.285828 Iteration 18Q: 3 clusters Score -107665.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107666.210938 Penalty: 703.285828 Iteration 19Q: 3 clusters Score -107666.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -107666.554688 Penalty: 703.285828 Iteration 20F: 3 clusters Score -107666.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107666.703125 Penalty: 703.285828 Iteration 21Q: 3 clusters Score -107666.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -107666.929688 Penalty: 703.285828 Iteration 22Q: 3 clusters Score -107666.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107667.007812 Penalty: 703.285828 Iteration 23Q: 3 clusters Score -107667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -107667.007812 Penalty: 703.285828 Iteration 24F: 3 clusters Score -107667 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (26639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Entering Unmasked Estep Score: -1396330.625000 Penalty: 463.650970 Iteration 0F: 2 clusters Score -1396331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13406 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -1378559.000000 Penalty: 927.301941 Iteration 0F: 3 clusters Score -1378559 nChanged 12757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14501 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -1386236.750000 Penalty: 927.301941 Iteration 1F: 3 clusters Score -1386237 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1386986.000000 Penalty: 927.301941 Iteration 2F: 3 clusters Score -1386986 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16171 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -1388005.625000 Penalty: 927.301941 Iteration 3F: 3 clusters Score -1388006 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17407 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1389192.875000 Penalty: 927.301941 Iteration 4F: 3 clusters Score -1389193 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18722 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -1390429.625000 Penalty: 927.301941 Iteration 5F: 3 clusters Score -1390430 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19958 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -1391557.500000 Penalty: 927.301941 Iteration 6F: 3 clusters Score -1391558 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1392456.500000 Penalty: 927.301941 Iteration 7F: 3 clusters Score -1392456 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21874 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1393106.625000 Penalty: 927.301941 Iteration 8Q: 3 clusters Score -1393107 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22652 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1393628.000000 Penalty: 927.301941 Iteration 9Q: 3 clusters Score -1393628 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23328 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1394017.000000 Penalty: 927.301941 Iteration 10Q: 3 clusters Score -1394017 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1394353.625000 Penalty: 927.301941 Iteration 11Q: 3 clusters Score -1394354 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24466 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -1394662.000000 Penalty: 927.301941 Iteration 12Q: 3 clusters Score -1394662 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24930 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -1394935.125000 Penalty: 927.301941 Iteration 13Q: 3 clusters Score -1394935 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1395161.875000 Penalty: 927.301941 Iteration 14Q: 3 clusters Score -1395162 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25628 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1395368.000000 Penalty: 927.301941 Iteration 15Q: 3 clusters Score -1395368 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25883 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1395548.625000 Penalty: 927.301941 Iteration 16Q: 3 clusters Score -1395549 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26055 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -1395665.250000 Penalty: 927.301941 Iteration 17Q: 3 clusters Score -1395665 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26166 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1395737.000000 Penalty: 927.301941 Iteration 18Q: 3 clusters Score -1395737 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26246 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1395786.000000 Penalty: 927.301941 Iteration 19Q: 3 clusters Score -1395786 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26299 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1395808.375000 Penalty: 927.301941 Iteration 20F: 3 clusters Score -1395808 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26335 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1395822.500000 Penalty: 927.301941 Iteration 21Q: 3 clusters Score -1395822 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26363 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1395846.750000 Penalty: 927.301941 Iteration 22Q: 3 clusters Score -1395847 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1395864.250000 Penalty: 927.301941 Iteration 23Q: 3 clusters Score -1395864 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26405 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -1395875.875000 Penalty: 927.301941 Iteration 24Q: 3 clusters Score -1395876 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26420 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1395885.375000 Penalty: 927.301941 Iteration 25Q: 3 clusters Score -1395885 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -1395895.125000 Penalty: 927.301941 Iteration 26Q: 3 clusters Score -1395895 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26447 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -1395899.500000 Penalty: 927.301941 Iteration 27Q: 3 clusters Score -1395900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26452 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1395903.250000 Penalty: 927.301941 Iteration 28Q: 3 clusters Score -1395903 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26456 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -1395906.875000 Penalty: 927.301941 Iteration 29Q: 3 clusters Score -1395907 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26460 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1395908.375000 Penalty: 927.301941 Iteration 30Q: 3 clusters Score -1395908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26464 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1395909.000000 Penalty: 927.301941 Iteration 31Q: 3 clusters Score -1395909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26469 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1395912.750000 Penalty: 927.301941 Iteration 32Q: 3 clusters Score -1395913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26471 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1395915.375000 Penalty: 927.301941 Iteration 33Q: 3 clusters Score -1395915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26473 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1395914.500000 Penalty: 927.301941 Iteration 34Q: 3 clusters Score -1395914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1395915.250000 Penalty: 927.301941 Iteration 35Q: 3 clusters Score -1395915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26475 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1395915.500000 Penalty: 927.301941 Iteration 36Q: 3 clusters Score -1395916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26476 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1395916.375000 Penalty: 927.301941 Iteration 37Q: 3 clusters Score -1395916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26478 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -1395917.250000 Penalty: 927.301941 Iteration 38Q: 3 clusters Score -1395917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26479 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1395917.500000 Penalty: 927.301941 Iteration 39Q: 3 clusters Score -1395918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26480 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1395917.000000 Penalty: 927.301941 Iteration 40F: 3 clusters Score -1395917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -1395917.750000 Penalty: 927.301941 Iteration 41Q: 3 clusters Score -1395918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -1395917.750000 Penalty: 927.301941 Iteration 42F: 3 clusters Score -1395918 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Entering Unmasked Estep Score: -115557.453125 Penalty: 350.875458 Iteration 0F: 2 clusters Score -115557.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -113985.757812 Penalty: 701.750916 Iteration 0F: 3 clusters Score -113985.8 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -114552.976562 Penalty: 701.750916 Iteration 1F: 3 clusters Score -114553 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -114671.523438 Penalty: 701.750916 Iteration 2F: 3 clusters Score -114671.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -114794.937500 Penalty: 701.750916 Iteration 3F: 3 clusters Score -114794.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -114918.101562 Penalty: 701.750916 Iteration 4F: 3 clusters Score -114918.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -115021.765625 Penalty: 701.750916 Iteration 5F: 3 clusters Score -115021.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -115110.664062 Penalty: 701.750916 Iteration 6F: 3 clusters Score -115110.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -115177.171875 Penalty: 701.750916 Iteration 7Q: 3 clusters Score -115177.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -115225.328125 Penalty: 701.750916 Iteration 8Q: 3 clusters Score -115225.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -115256.632812 Penalty: 701.750916 Iteration 9Q: 3 clusters Score -115256.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -115275.093750 Penalty: 701.750916 Iteration 10Q: 3 clusters Score -115275.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -115288.742188 Penalty: 701.750916 Iteration 11Q: 3 clusters Score -115288.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -115297.601562 Penalty: 701.750916 Iteration 12Q: 3 clusters Score -115297.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -115305.843750 Penalty: 701.750916 Iteration 13Q: 3 clusters Score -115305.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -115316.312500 Penalty: 701.750916 Iteration 14Q: 3 clusters Score -115316.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -115321.992188 Penalty: 701.750916 Iteration 15Q: 3 clusters Score -115322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -115324.804688 Penalty: 701.750916 Iteration 16Q: 3 clusters Score -115324.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -115327.140625 Penalty: 701.750916 Iteration 17Q: 3 clusters Score -115327.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -115330.343750 Penalty: 701.750916 Iteration 18Q: 3 clusters Score -115330.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -115333.234375 Penalty: 701.750916 Iteration 19Q: 3 clusters Score -115333.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -115335.281250 Penalty: 701.750916 Iteration 20F: 3 clusters Score -115335.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -115335.617188 Penalty: 701.750916 Iteration 21Q: 3 clusters Score -115335.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -115335.945312 Penalty: 701.750916 Iteration 22Q: 3 clusters Score -115335.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -115336.164062 Penalty: 701.750916 Iteration 23Q: 3 clusters Score -115336.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -115336.273438 Penalty: 701.750916 Iteration 24Q: 3 clusters Score -115336.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -115336.625000 Penalty: 701.750916 Iteration 25Q: 3 clusters Score -115336.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -115336.625000 Penalty: 701.750916 Iteration 26F: 3 clusters Score -115336.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Entering Unmasked Estep Score: -1133307.250000 Penalty: 453.729645 Iteration 0F: 2 clusters Score -1133307 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -1119005.250000 Penalty: 907.459290 Iteration 0F: 3 clusters Score -1119005 nChanged 10203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -1125757.000000 Penalty: 907.459290 Iteration 1F: 3 clusters Score -1125757 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -1126473.125000 Penalty: 907.459290 Iteration 2F: 3 clusters Score -1126473 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -1127193.500000 Penalty: 907.459290 Iteration 3F: 3 clusters Score -1127194 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14229 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -1127867.250000 Penalty: 907.459290 Iteration 4F: 3 clusters Score -1127867 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1128464.500000 Penalty: 907.459290 Iteration 5F: 3 clusters Score -1128464 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1129087.250000 Penalty: 907.459290 Iteration 6Q: 3 clusters Score -1129087 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17055 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1129726.750000 Penalty: 907.459290 Iteration 7Q: 3 clusters Score -1129727 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1130357.250000 Penalty: 907.459290 Iteration 8Q: 3 clusters Score -1130357 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1130980.750000 Penalty: 907.459290 Iteration 9Q: 3 clusters Score -1130981 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19701 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1131558.750000 Penalty: 907.459290 Iteration 10Q: 3 clusters Score -1131559 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20336 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1132094.500000 Penalty: 907.459290 Iteration 11Q: 3 clusters Score -1132094 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20793 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1132476.000000 Penalty: 907.459290 Iteration 12Q: 3 clusters Score -1132476 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1132690.375000 Penalty: 907.459290 Iteration 13Q: 3 clusters Score -1132690 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21176 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1132801.250000 Penalty: 907.459290 Iteration 14Q: 3 clusters Score -1132801 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1132856.625000 Penalty: 907.459290 Iteration 15Q: 3 clusters Score -1132857 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21256 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1132881.125000 Penalty: 907.459290 Iteration 16Q: 3 clusters Score -1132881 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21273 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -1132896.125000 Penalty: 907.459290 Iteration 17Q: 3 clusters Score -1132896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21276 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -1132902.750000 Penalty: 907.459290 Iteration 18Q: 3 clusters Score -1132903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21281 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -1132902.625000 Penalty: 907.459290 Iteration 19Q: 3 clusters Score -1132903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -1132913.750000 Penalty: 907.459290 Iteration 20F: 3 clusters Score -1132914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -1132923.375000 Penalty: 907.459290 Iteration 21Q: 3 clusters Score -1132923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1132930.625000 Penalty: 907.459290 Iteration 22Q: 3 clusters Score -1132931 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1132935.250000 Penalty: 907.459290 Iteration 23Q: 3 clusters Score -1132935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1132937.000000 Penalty: 907.459290 Iteration 24Q: 3 clusters Score -1132937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21306 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1132939.500000 Penalty: 907.459290 Iteration 25Q: 3 clusters Score -1132940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21311 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1132942.750000 Penalty: 907.459290 Iteration 26Q: 3 clusters Score -1132943 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21313 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1132947.500000 Penalty: 907.459290 Iteration 27Q: 3 clusters Score -1132948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21314 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1132951.625000 Penalty: 907.459290 Iteration 28Q: 3 clusters Score -1132952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1132951.250000 Penalty: 907.459290 Iteration 29Q: 3 clusters Score -1132951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1132951.500000 Penalty: 907.459290 Iteration 30Q: 3 clusters Score -1132952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21317 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1132952.125000 Penalty: 907.459290 Iteration 31Q: 3 clusters Score -1132952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21318 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -1132951.250000 Penalty: 907.459290 Iteration 32Q: 3 clusters Score -1132951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21319 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1132953.250000 Penalty: 907.459290 Iteration 33Q: 3 clusters Score -1132953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21319 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1132953.250000 Penalty: 907.459290 Iteration 34F: 3 clusters Score -1132953 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (116874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116874 members Entering Unmasked Estep Score: -6350981.500000 Penalty: 530.932739 Iteration 0F: 2 clusters Score -6350982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58587 members Mstep: Class 2 contains 58287 members Entering Unmasked Estep Score: -6271882.000000 Penalty: 1061.865479 Iteration 0F: 3 clusters Score -6271882 nChanged 57251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62658 members Mstep: Class 2 contains 54216 members Entering Unmasked Estep Score: -6308141.000000 Penalty: 1061.865479 Iteration 1F: 3 clusters Score -6308141 nChanged 5871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65863 members Mstep: Class 2 contains 51011 members Entering Unmasked Estep Score: -6311541.000000 Penalty: 1061.865479 Iteration 2F: 3 clusters Score -6311541 nChanged 7105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70264 members Mstep: Class 2 contains 46610 members Entering Unmasked Estep Score: -6316940.500000 Penalty: 1061.865479 Iteration 3F: 3 clusters Score -6316940 nChanged 7987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75069 members Mstep: Class 2 contains 41805 members Entering Unmasked Estep Score: -6323963.000000 Penalty: 1061.865479 Iteration 4F: 3 clusters Score -6323963 nChanged 7804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79065 members Mstep: Class 2 contains 37809 members Entering Unmasked Estep Score: -6330461.500000 Penalty: 1061.865479 Iteration 5F: 3 clusters Score -6330462 nChanged 6036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81889 members Mstep: Class 2 contains 34985 members Entering Unmasked Estep Score: -6333973.500000 Penalty: 1061.865479 Iteration 6F: 3 clusters Score -6333974 nChanged 4033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84224 members Mstep: Class 2 contains 32650 members Entering Unmasked Estep Score: -6335695.500000 Penalty: 1061.865479 Iteration 7Q: 3 clusters Score -6335696 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86395 members Mstep: Class 2 contains 30479 members Entering Unmasked Estep Score: -6336795.500000 Penalty: 1061.865479 Iteration 8Q: 3 clusters Score -6336796 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88533 members Mstep: Class 2 contains 28341 members Entering Unmasked Estep Score: -6337758.000000 Penalty: 1061.865479 Iteration 9Q: 3 clusters Score -6337758 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90667 members Mstep: Class 2 contains 26207 members Entering Unmasked Estep Score: -6338639.000000 Penalty: 1061.865479 Iteration 10Q: 3 clusters Score -6338639 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92711 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -6339561.500000 Penalty: 1061.865479 Iteration 11Q: 3 clusters Score -6339562 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94748 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -6340540.500000 Penalty: 1061.865479 Iteration 12Q: 3 clusters Score -6340540 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96695 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -6341519.000000 Penalty: 1061.865479 Iteration 13Q: 3 clusters Score -6341519 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98520 members Mstep: Class 2 contains 18354 members Entering Unmasked Estep Score: -6342402.500000 Penalty: 1061.865479 Iteration 14Q: 3 clusters Score -6342402 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100230 members Mstep: Class 2 contains 16644 members Entering Unmasked Estep Score: -6343250.500000 Penalty: 1061.865479 Iteration 15Q: 3 clusters Score -6343250 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101882 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -6344098.000000 Penalty: 1061.865479 Iteration 16Q: 3 clusters Score -6344098 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103417 members Mstep: Class 2 contains 13457 members Entering Unmasked Estep Score: -6344829.000000 Penalty: 1061.865479 Iteration 17Q: 3 clusters Score -6344829 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104894 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -6345511.500000 Penalty: 1061.865479 Iteration 18Q: 3 clusters Score -6345512 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106249 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -6346144.000000 Penalty: 1061.865479 Iteration 19Q: 3 clusters Score -6346144 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107462 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -6346643.500000 Penalty: 1061.865479 Iteration 20F: 3 clusters Score -6346644 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108536 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -6347124.500000 Penalty: 1061.865479 Iteration 21Q: 3 clusters Score -6347124 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109554 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -6347578.000000 Penalty: 1061.865479 Iteration 22Q: 3 clusters Score -6347578 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110523 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -6347987.500000 Penalty: 1061.865479 Iteration 23Q: 3 clusters Score -6347988 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111419 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -6348368.500000 Penalty: 1061.865479 Iteration 24Q: 3 clusters Score -6348368 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112243 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -6348720.500000 Penalty: 1061.865479 Iteration 25Q: 3 clusters Score -6348720 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113002 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -6349077.500000 Penalty: 1061.865479 Iteration 26Q: 3 clusters Score -6349078 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113647 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -6349373.000000 Penalty: 1061.865479 Iteration 27Q: 3 clusters Score -6349373 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114180 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -6349640.000000 Penalty: 1061.865479 Iteration 28Q: 3 clusters Score -6349640 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114604 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -6349836.000000 Penalty: 1061.865479 Iteration 29Q: 3 clusters Score -6349836 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114974 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -6350011.500000 Penalty: 1061.865479 Iteration 30Q: 3 clusters Score -6350012 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115244 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -6350127.500000 Penalty: 1061.865479 Iteration 31Q: 3 clusters Score -6350128 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115477 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -6350239.000000 Penalty: 1061.865479 Iteration 32Q: 3 clusters Score -6350239 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115653 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -6350300.500000 Penalty: 1061.865479 Iteration 33Q: 3 clusters Score -6350300 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115792 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6350356.000000 Penalty: 1061.865479 Iteration 34Q: 3 clusters Score -6350356 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115888 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -6350395.000000 Penalty: 1061.865479 Iteration 35Q: 3 clusters Score -6350395 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115968 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -6350437.000000 Penalty: 1061.865479 Iteration 36Q: 3 clusters Score -6350437 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116037 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -6350470.500000 Penalty: 1061.865479 Iteration 37Q: 3 clusters Score -6350470 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116093 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -6350493.500000 Penalty: 1061.865479 Iteration 38Q: 3 clusters Score -6350494 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116144 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -6350494.500000 Penalty: 1061.865479 Iteration 39Q: 3 clusters Score -6350494 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116193 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -6350517.500000 Penalty: 1061.865479 Iteration 40F: 3 clusters Score -6350518 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116232 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -6350540.500000 Penalty: 1061.865479 Iteration 41Q: 3 clusters Score -6350540 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116273 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -6350558.000000 Penalty: 1061.865479 Iteration 42Q: 3 clusters Score -6350558 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116296 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6350563.000000 Penalty: 1061.865479 Iteration 43Q: 3 clusters Score -6350563 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116318 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -6350557.500000 Penalty: 1061.865479 Iteration 44Q: 3 clusters Score -6350558 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116332 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -6350564.500000 Penalty: 1061.865479 Iteration 45Q: 3 clusters Score -6350564 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116348 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -6350567.000000 Penalty: 1061.865479 Iteration 46Q: 3 clusters Score -6350567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116353 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -6350566.000000 Penalty: 1061.865479 Iteration 47Q: 3 clusters Score -6350566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116357 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -6350564.500000 Penalty: 1061.865479 Iteration 48Q: 3 clusters Score -6350564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116364 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -6350560.000000 Penalty: 1061.865479 Iteration 49Q: 3 clusters Score -6350560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116367 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -6350563.500000 Penalty: 1061.865479 Iteration 50Q: 3 clusters Score -6350564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116372 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -6350562.000000 Penalty: 1061.865479 Iteration 51Q: 3 clusters Score -6350562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116381 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -6350564.500000 Penalty: 1061.865479 Iteration 52Q: 3 clusters Score -6350564 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116389 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -6350566.000000 Penalty: 1061.865479 Iteration 53Q: 3 clusters Score -6350566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116392 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -6350571.500000 Penalty: 1061.865479 Iteration 54Q: 3 clusters Score -6350572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116400 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -6350573.000000 Penalty: 1061.865479 Iteration 55Q: 3 clusters Score -6350573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116406 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -6350571.000000 Penalty: 1061.865479 Iteration 56Q: 3 clusters Score -6350571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116408 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -6350572.500000 Penalty: 1061.865479 Iteration 57Q: 3 clusters Score -6350572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116410 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -6350573.500000 Penalty: 1061.865479 Iteration 58Q: 3 clusters Score -6350574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116412 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -6350574.500000 Penalty: 1061.865479 Iteration 59Q: 3 clusters Score -6350574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116415 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -6350573.500000 Penalty: 1061.865479 Iteration 60F: 3 clusters Score -6350574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116417 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -6350571.500000 Penalty: 1061.865479 Iteration 61Q: 3 clusters Score -6350572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116423 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -6350571.500000 Penalty: 1061.865479 Iteration 62Q: 3 clusters Score -6350572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116428 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -6350573.000000 Penalty: 1061.865479 Iteration 63Q: 3 clusters Score -6350573 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116433 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -6350577.500000 Penalty: 1061.865479 Iteration 64Q: 3 clusters Score -6350578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116437 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6350580.000000 Penalty: 1061.865479 Iteration 65Q: 3 clusters Score -6350580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116440 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6350581.500000 Penalty: 1061.865479 Iteration 66Q: 3 clusters Score -6350582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116444 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -6350580.500000 Penalty: 1061.865479 Iteration 67Q: 3 clusters Score -6350580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116445 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -6350580.500000 Penalty: 1061.865479 Iteration 68Q: 3 clusters Score -6350580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116446 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -6350581.500000 Penalty: 1061.865479 Iteration 69Q: 3 clusters Score -6350582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116447 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -6350581.500000 Penalty: 1061.865479 Iteration 70Q: 3 clusters Score -6350582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116447 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -6350581.500000 Penalty: 1061.865479 Iteration 71F: 3 clusters Score -6350582 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Entering Unmasked Estep Score: -141902.453125 Penalty: 355.019135 Iteration 0F: 2 clusters Score -141902.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -140162.046875 Penalty: 710.038269 Iteration 0F: 3 clusters Score -140162 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -140733.468750 Penalty: 710.038269 Iteration 1F: 3 clusters Score -140733.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -140805.453125 Penalty: 710.038269 Iteration 2F: 3 clusters Score -140805.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -140867.921875 Penalty: 710.038269 Iteration 3F: 3 clusters Score -140867.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -140946.031250 Penalty: 710.038269 Iteration 4Q: 3 clusters Score -140946 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -141033.406250 Penalty: 710.038269 Iteration 5F: 3 clusters Score -141033.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -141143.031250 Penalty: 710.038269 Iteration 6F: 3 clusters Score -141143 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -141241.593750 Penalty: 710.038269 Iteration 7Q: 3 clusters Score -141241.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -141320.031250 Penalty: 710.038269 Iteration 8Q: 3 clusters Score -141320 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -141383.171875 Penalty: 710.038269 Iteration 9Q: 3 clusters Score -141383.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -141426.000000 Penalty: 710.038269 Iteration 10Q: 3 clusters Score -141426 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -141466.750000 Penalty: 710.038269 Iteration 11Q: 3 clusters Score -141466.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -141492.000000 Penalty: 710.038269 Iteration 12Q: 3 clusters Score -141492 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -141512.796875 Penalty: 710.038269 Iteration 13Q: 3 clusters Score -141512.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -141527.781250 Penalty: 710.038269 Iteration 14Q: 3 clusters Score -141527.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -141535.859375 Penalty: 710.038269 Iteration 15Q: 3 clusters Score -141535.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -141545.968750 Penalty: 710.038269 Iteration 16Q: 3 clusters Score -141546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -141552.203125 Penalty: 710.038269 Iteration 17Q: 3 clusters Score -141552.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -141556.078125 Penalty: 710.038269 Iteration 18Q: 3 clusters Score -141556.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -141560.015625 Penalty: 710.038269 Iteration 19Q: 3 clusters Score -141560 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -141563.296875 Penalty: 710.038269 Iteration 20F: 3 clusters Score -141563.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -141564.234375 Penalty: 710.038269 Iteration 21Q: 3 clusters Score -141564.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -141565.015625 Penalty: 710.038269 Iteration 22Q: 3 clusters Score -141565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -141568.171875 Penalty: 710.038269 Iteration 23Q: 3 clusters Score -141568.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -141570.875000 Penalty: 710.038269 Iteration 24Q: 3 clusters Score -141570.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -141576.718750 Penalty: 710.038269 Iteration 25Q: 3 clusters Score -141576.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -141580.765625 Penalty: 710.038269 Iteration 26Q: 3 clusters Score -141580.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -141584.000000 Penalty: 710.038269 Iteration 27Q: 3 clusters Score -141584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -141587.875000 Penalty: 710.038269 Iteration 28Q: 3 clusters Score -141587.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -141589.468750 Penalty: 710.038269 Iteration 29Q: 3 clusters Score -141589.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -141591.281250 Penalty: 710.038269 Iteration 30Q: 3 clusters Score -141591.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -141591.906250 Penalty: 710.038269 Iteration 31Q: 3 clusters Score -141591.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -141591.906250 Penalty: 710.038269 Iteration 32F: 3 clusters Score -141591.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (23651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23651 members Entering Unmasked Estep Score: -1328299.625000 Penalty: 458.237793 Iteration 0F: 2 clusters Score -1328300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -1312533.500000 Penalty: 916.475586 Iteration 0F: 3 clusters Score -1312534 nChanged 11275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -1319127.125000 Penalty: 916.475586 Iteration 1F: 3 clusters Score -1319127 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13177 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1319619.625000 Penalty: 916.475586 Iteration 2Q: 3 clusters Score -1319620 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -1320360.625000 Penalty: 916.475586 Iteration 3F: 3 clusters Score -1320361 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15196 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1321373.375000 Penalty: 916.475586 Iteration 4F: 3 clusters Score -1321373 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16496 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1322648.500000 Penalty: 916.475586 Iteration 5F: 3 clusters Score -1322648 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17786 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -1323993.875000 Penalty: 916.475586 Iteration 6F: 3 clusters Score -1323994 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1325037.125000 Penalty: 916.475586 Iteration 7F: 3 clusters Score -1325037 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19542 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1325704.000000 Penalty: 916.475586 Iteration 8Q: 3 clusters Score -1325704 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20101 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1326130.375000 Penalty: 916.475586 Iteration 9Q: 3 clusters Score -1326130 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20583 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -1326470.500000 Penalty: 916.475586 Iteration 10Q: 3 clusters Score -1326470 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20992 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1326723.750000 Penalty: 916.475586 Iteration 11Q: 3 clusters Score -1326724 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1326925.250000 Penalty: 916.475586 Iteration 12Q: 3 clusters Score -1326925 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21636 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1327117.250000 Penalty: 916.475586 Iteration 13Q: 3 clusters Score -1327117 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21902 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1327277.000000 Penalty: 916.475586 Iteration 14Q: 3 clusters Score -1327277 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1327405.500000 Penalty: 916.475586 Iteration 15Q: 3 clusters Score -1327406 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22334 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1327510.625000 Penalty: 916.475586 Iteration 16Q: 3 clusters Score -1327511 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22515 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1327603.125000 Penalty: 916.475586 Iteration 17Q: 3 clusters Score -1327603 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1327674.750000 Penalty: 916.475586 Iteration 18Q: 3 clusters Score -1327675 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1327754.000000 Penalty: 916.475586 Iteration 19Q: 3 clusters Score -1327754 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22918 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1327816.500000 Penalty: 916.475586 Iteration 20F: 3 clusters Score -1327816 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23015 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1327861.750000 Penalty: 916.475586 Iteration 21Q: 3 clusters Score -1327862 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23085 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1327900.875000 Penalty: 916.475586 Iteration 22Q: 3 clusters Score -1327901 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23143 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1327926.500000 Penalty: 916.475586 Iteration 23Q: 3 clusters Score -1327926 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1327938.125000 Penalty: 916.475586 Iteration 24Q: 3 clusters Score -1327938 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1327946.875000 Penalty: 916.475586 Iteration 25Q: 3 clusters Score -1327947 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1327955.875000 Penalty: 916.475586 Iteration 26Q: 3 clusters Score -1327956 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23248 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1327961.250000 Penalty: 916.475586 Iteration 27Q: 3 clusters Score -1327961 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23259 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1327966.375000 Penalty: 916.475586 Iteration 28Q: 3 clusters Score -1327966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1327968.250000 Penalty: 916.475586 Iteration 29Q: 3 clusters Score -1327968 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23272 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1327967.625000 Penalty: 916.475586 Iteration 30Q: 3 clusters Score -1327968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1327970.500000 Penalty: 916.475586 Iteration 31Q: 3 clusters Score -1327970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23280 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1327973.625000 Penalty: 916.475586 Iteration 32Q: 3 clusters Score -1327974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1327975.125000 Penalty: 916.475586 Iteration 33Q: 3 clusters Score -1327975 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23291 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1327979.500000 Penalty: 916.475586 Iteration 34Q: 3 clusters Score -1327980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23301 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1327985.125000 Penalty: 916.475586 Iteration 35Q: 3 clusters Score -1327985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23308 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1327985.000000 Penalty: 916.475586 Iteration 36Q: 3 clusters Score -1327985 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23313 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1327986.375000 Penalty: 916.475586 Iteration 37Q: 3 clusters Score -1327986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23318 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1327985.875000 Penalty: 916.475586 Iteration 38Q: 3 clusters Score -1327986 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1327987.125000 Penalty: 916.475586 Iteration 39Q: 3 clusters Score -1327987 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1327989.375000 Penalty: 916.475586 Iteration 40F: 3 clusters Score -1327989 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23337 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1327990.750000 Penalty: 916.475586 Iteration 41Q: 3 clusters Score -1327991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23340 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1327989.875000 Penalty: 916.475586 Iteration 42Q: 3 clusters Score -1327990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23344 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1327991.500000 Penalty: 916.475586 Iteration 43Q: 3 clusters Score -1327992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23352 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -1327995.000000 Penalty: 916.475586 Iteration 44Q: 3 clusters Score -1327995 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23361 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1327998.000000 Penalty: 916.475586 Iteration 45Q: 3 clusters Score -1327998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1328001.125000 Penalty: 916.475586 Iteration 46Q: 3 clusters Score -1328001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1328000.875000 Penalty: 916.475586 Iteration 47Q: 3 clusters Score -1328001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23372 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1328001.625000 Penalty: 916.475586 Iteration 48Q: 3 clusters Score -1328002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1328002.125000 Penalty: 916.475586 Iteration 49Q: 3 clusters Score -1328002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1328002.125000 Penalty: 916.475586 Iteration 50F: 3 clusters Score -1328002 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Entering Unmasked Estep Score: -488361.937500 Penalty: 411.862823 Iteration 0F: 2 clusters Score -488361.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -482702.625000 Penalty: 823.725647 Iteration 0F: 3 clusters Score -482702.6 nChanged 3939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -485302.500000 Penalty: 823.725647 Iteration 1F: 3 clusters Score -485302.5 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -485678.875000 Penalty: 823.725647 Iteration 2F: 3 clusters Score -485678.9 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -486039.875000 Penalty: 823.725647 Iteration 3F: 3 clusters Score -486039.9 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -486380.437500 Penalty: 823.725647 Iteration 4F: 3 clusters Score -486380.4 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -486657.031250 Penalty: 823.725647 Iteration 5F: 3 clusters Score -486657 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -486854.625000 Penalty: 823.725647 Iteration 6Q: 3 clusters Score -486854.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -486960.625000 Penalty: 823.725647 Iteration 7Q: 3 clusters Score -486960.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -487010.218750 Penalty: 823.725647 Iteration 8Q: 3 clusters Score -487010.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -487045.031250 Penalty: 823.725647 Iteration 9Q: 3 clusters Score -487045 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -487070.968750 Penalty: 823.725647 Iteration 10Q: 3 clusters Score -487071 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -487093.437500 Penalty: 823.725647 Iteration 11Q: 3 clusters Score -487093.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -487113.062500 Penalty: 823.725647 Iteration 12Q: 3 clusters Score -487113.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -487135.281250 Penalty: 823.725647 Iteration 13Q: 3 clusters Score -487135.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -487153.812500 Penalty: 823.725647 Iteration 14Q: 3 clusters Score -487153.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -487170.000000 Penalty: 823.725647 Iteration 15Q: 3 clusters Score -487170 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -487188.968750 Penalty: 823.725647 Iteration 16Q: 3 clusters Score -487189 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -487203.406250 Penalty: 823.725647 Iteration 17Q: 3 clusters Score -487203.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -487221.468750 Penalty: 823.725647 Iteration 18Q: 3 clusters Score -487221.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -487239.375000 Penalty: 823.725647 Iteration 19Q: 3 clusters Score -487239.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -487251.937500 Penalty: 823.725647 Iteration 20F: 3 clusters Score -487251.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -487262.906250 Penalty: 823.725647 Iteration 21Q: 3 clusters Score -487262.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -487273.062500 Penalty: 823.725647 Iteration 22Q: 3 clusters Score -487273.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -487283.531250 Penalty: 823.725647 Iteration 23Q: 3 clusters Score -487283.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -487291.281250 Penalty: 823.725647 Iteration 24Q: 3 clusters Score -487291.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -487299.031250 Penalty: 823.725647 Iteration 25Q: 3 clusters Score -487299 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -487309.062500 Penalty: 823.725647 Iteration 26Q: 3 clusters Score -487309.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -487316.687500 Penalty: 823.725647 Iteration 27Q: 3 clusters Score -487316.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -487326.562500 Penalty: 823.725647 Iteration 28Q: 3 clusters Score -487326.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -487332.781250 Penalty: 823.725647 Iteration 29Q: 3 clusters Score -487332.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -487338.093750 Penalty: 823.725647 Iteration 30Q: 3 clusters Score -487338.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -487341.218750 Penalty: 823.725647 Iteration 31Q: 3 clusters Score -487341.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -487347.093750 Penalty: 823.725647 Iteration 32Q: 3 clusters Score -487347.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -487352.687500 Penalty: 823.725647 Iteration 33Q: 3 clusters Score -487352.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -487357.812500 Penalty: 823.725647 Iteration 34Q: 3 clusters Score -487357.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -487362.562500 Penalty: 823.725647 Iteration 35Q: 3 clusters Score -487362.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -487367.343750 Penalty: 823.725647 Iteration 36Q: 3 clusters Score -487367.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -487373.937500 Penalty: 823.725647 Iteration 37Q: 3 clusters Score -487373.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -487380.656250 Penalty: 823.725647 Iteration 38Q: 3 clusters Score -487380.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -487387.687500 Penalty: 823.725647 Iteration 39Q: 3 clusters Score -487387.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -487394.031250 Penalty: 823.725647 Iteration 40F: 3 clusters Score -487394 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -487401.937500 Penalty: 823.725647 Iteration 41Q: 3 clusters Score -487401.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -487410.625000 Penalty: 823.725647 Iteration 42Q: 3 clusters Score -487410.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -487421.156250 Penalty: 823.725647 Iteration 43Q: 3 clusters Score -487421.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -487431.531250 Penalty: 823.725647 Iteration 44Q: 3 clusters Score -487431.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -487437.625000 Penalty: 823.725647 Iteration 45Q: 3 clusters Score -487437.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -487446.718750 Penalty: 823.725647 Iteration 46Q: 3 clusters Score -487446.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -487454.375000 Penalty: 823.725647 Iteration 47Q: 3 clusters Score -487454.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -487464.250000 Penalty: 823.725647 Iteration 48Q: 3 clusters Score -487464.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -487473.781250 Penalty: 823.725647 Iteration 49Q: 3 clusters Score -487473.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -487482.812500 Penalty: 823.725647 Iteration 50Q: 3 clusters Score -487482.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -487490.718750 Penalty: 823.725647 Iteration 51Q: 3 clusters Score -487490.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -487502.375000 Penalty: 823.725647 Iteration 52Q: 3 clusters Score -487502.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -487509.250000 Penalty: 823.725647 Iteration 53Q: 3 clusters Score -487509.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -487518.562500 Penalty: 823.725647 Iteration 54Q: 3 clusters Score -487518.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -487526.812500 Penalty: 823.725647 Iteration 55Q: 3 clusters Score -487526.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -487538.718750 Penalty: 823.725647 Iteration 56Q: 3 clusters Score -487538.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -487551.187500 Penalty: 823.725647 Iteration 57Q: 3 clusters Score -487551.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -487560.750000 Penalty: 823.725647 Iteration 58Q: 3 clusters Score -487560.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -487572.406250 Penalty: 823.725647 Iteration 59Q: 3 clusters Score -487572.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -487582.187500 Penalty: 823.725647 Iteration 60F: 3 clusters Score -487582.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -487590.875000 Penalty: 823.725647 Iteration 61Q: 3 clusters Score -487590.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -487600.781250 Penalty: 823.725647 Iteration 62Q: 3 clusters Score -487600.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -487612.812500 Penalty: 823.725647 Iteration 63Q: 3 clusters Score -487612.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -487626.875000 Penalty: 823.725647 Iteration 64Q: 3 clusters Score -487626.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -487641.343750 Penalty: 823.725647 Iteration 65Q: 3 clusters Score -487641.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -487654.906250 Penalty: 823.725647 Iteration 66Q: 3 clusters Score -487654.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -487669.468750 Penalty: 823.725647 Iteration 67Q: 3 clusters Score -487669.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -487684.062500 Penalty: 823.725647 Iteration 68Q: 3 clusters Score -487684.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -487708.312500 Penalty: 823.725647 Iteration 69Q: 3 clusters Score -487708.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -487736.812500 Penalty: 823.725647 Iteration 70Q: 3 clusters Score -487736.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -487758.093750 Penalty: 823.725647 Iteration 71Q: 3 clusters Score -487758.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -487774.843750 Penalty: 823.725647 Iteration 72Q: 3 clusters Score -487774.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -487788.406250 Penalty: 823.725647 Iteration 73Q: 3 clusters Score -487788.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -487802.500000 Penalty: 823.725647 Iteration 74Q: 3 clusters Score -487802.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -487816.500000 Penalty: 823.725647 Iteration 75Q: 3 clusters Score -487816.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -487830.312500 Penalty: 823.725647 Iteration 76Q: 3 clusters Score -487830.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -487847.750000 Penalty: 823.725647 Iteration 77Q: 3 clusters Score -487847.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -487861.406250 Penalty: 823.725647 Iteration 78Q: 3 clusters Score -487861.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -487881.062500 Penalty: 823.725647 Iteration 79Q: 3 clusters Score -487881.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -487902.093750 Penalty: 823.725647 Iteration 80F: 3 clusters Score -487902.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -487924.218750 Penalty: 823.725647 Iteration 81Q: 3 clusters Score -487924.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -487941.562500 Penalty: 823.725647 Iteration 82Q: 3 clusters Score -487941.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -487959.437500 Penalty: 823.725647 Iteration 83Q: 3 clusters Score -487959.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -487980.593750 Penalty: 823.725647 Iteration 84Q: 3 clusters Score -487980.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -488001.093750 Penalty: 823.725647 Iteration 85Q: 3 clusters Score -488001.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 8233 members Entering Unmasked Estep Score: -488014.812500 Penalty: 823.725647 Iteration 86Q: 3 clusters Score -488014.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -488023.812500 Penalty: 823.725647 Iteration 87Q: 3 clusters Score -488023.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -488027.093750 Penalty: 823.725647 Iteration 88Q: 3 clusters Score -488027.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -488030.406250 Penalty: 823.725647 Iteration 89Q: 3 clusters Score -488030.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -488032.187500 Penalty: 823.725647 Iteration 90Q: 3 clusters Score -488032.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -488033.531250 Penalty: 823.725647 Iteration 91Q: 3 clusters Score -488033.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -488033.531250 Penalty: 823.725647 Iteration 92Q: 3 clusters Score -488033.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -488033.375000 Penalty: 823.725647 Iteration 93Q: 3 clusters Score -488033.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -488033.687500 Penalty: 823.725647 Iteration 94Q: 3 clusters Score -488033.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -488033.687500 Penalty: 823.725647 Iteration 95F: 3 clusters Score -488033.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Entering Unmasked Estep Score: -22073.921875 Penalty: 284.461639 Iteration 0F: 2 clusters Score -22073.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -21574.365234 Penalty: 568.923279 Iteration 0F: 3 clusters Score -21574.37 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -21716.822266 Penalty: 568.923279 Iteration 1F: 3 clusters Score -21716.82 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -21765.845703 Penalty: 568.923279 Iteration 2F: 3 clusters Score -21765.85 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -21798.304688 Penalty: 568.923279 Iteration 3F: 3 clusters Score -21798.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -21810.839844 Penalty: 568.923279 Iteration 4Q: 3 clusters Score -21810.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -21814.695312 Penalty: 568.923279 Iteration 5Q: 3 clusters Score -21814.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -21817.863281 Penalty: 568.923279 Iteration 6Q: 3 clusters Score -21817.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -21819.949219 Penalty: 568.923279 Iteration 7Q: 3 clusters Score -21819.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -21824.746094 Penalty: 568.923279 Iteration 8Q: 3 clusters Score -21824.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -21829.121094 Penalty: 568.923279 Iteration 9Q: 3 clusters Score -21829.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21836.138672 Penalty: 568.923279 Iteration 10Q: 3 clusters Score -21836.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -21837.248047 Penalty: 568.923279 Iteration 11Q: 3 clusters Score -21837.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -21837.679688 Penalty: 568.923279 Iteration 12Q: 3 clusters Score -21837.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -21837.679688 Penalty: 568.923279 Iteration 13F: 3 clusters Score -21837.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Entering Unmasked Estep Score: -266524.656250 Penalty: 393.069031 Iteration 0F: 2 clusters Score -266524.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -262692.937500 Penalty: 786.138062 Iteration 0F: 3 clusters Score -262692.9 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -264352.906250 Penalty: 786.138062 Iteration 1F: 3 clusters Score -264352.9 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -264687.562500 Penalty: 786.138062 Iteration 2F: 3 clusters Score -264687.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -265021.468750 Penalty: 786.138062 Iteration 3F: 3 clusters Score -265021.5 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -265290.156250 Penalty: 786.138062 Iteration 4F: 3 clusters Score -265290.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -265541.500000 Penalty: 786.138062 Iteration 5F: 3 clusters Score -265541.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -265834.562500 Penalty: 786.138062 Iteration 6Q: 3 clusters Score -265834.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -266104.437500 Penalty: 786.138062 Iteration 7Q: 3 clusters Score -266104.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -266268.281250 Penalty: 786.138062 Iteration 8Q: 3 clusters Score -266268.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -266343.031250 Penalty: 786.138062 Iteration 9Q: 3 clusters Score -266343 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -266375.812500 Penalty: 786.138062 Iteration 10Q: 3 clusters Score -266375.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -266390.656250 Penalty: 786.138062 Iteration 11Q: 3 clusters Score -266390.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -266395.437500 Penalty: 786.138062 Iteration 12Q: 3 clusters Score -266395.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -266399.937500 Penalty: 786.138062 Iteration 13Q: 3 clusters Score -266399.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -266402.531250 Penalty: 786.138062 Iteration 14Q: 3 clusters Score -266402.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -266403.125000 Penalty: 786.138062 Iteration 15Q: 3 clusters Score -266403.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -266404.312500 Penalty: 786.138062 Iteration 16Q: 3 clusters Score -266404.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -266404.843750 Penalty: 786.138062 Iteration 17Q: 3 clusters Score -266404.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -266404.593750 Penalty: 786.138062 Iteration 18Q: 3 clusters Score -266404.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -266404.843750 Penalty: 786.138062 Iteration 19Q: 3 clusters Score -266404.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -266404.343750 Penalty: 786.138062 Iteration 20F: 3 clusters Score -266404.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -266404.593750 Penalty: 786.138062 Iteration 21Q: 3 clusters Score -266404.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -266404.500000 Penalty: 786.138062 Iteration 22Q: 3 clusters Score -266404.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -266404.500000 Penalty: 786.138062 Iteration 23F: 3 clusters Score -266404.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Entering Unmasked Estep Score: -204614.828125 Penalty: 375.284271 Iteration 0F: 2 clusters Score -204614.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -201999.453125 Penalty: 750.568542 Iteration 0F: 3 clusters Score -201999.5 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -202885.109375 Penalty: 750.568542 Iteration 1F: 3 clusters Score -202885.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -203006.406250 Penalty: 750.568542 Iteration 2F: 3 clusters Score -203006.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -203150.015625 Penalty: 750.568542 Iteration 3F: 3 clusters Score -203150 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -203286.796875 Penalty: 750.568542 Iteration 4F: 3 clusters Score -203286.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -203440.609375 Penalty: 750.568542 Iteration 5F: 3 clusters Score -203440.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -203614.437500 Penalty: 750.568542 Iteration 6F: 3 clusters Score -203614.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -203779.453125 Penalty: 750.568542 Iteration 7F: 3 clusters Score -203779.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -203881.906250 Penalty: 750.568542 Iteration 8Q: 3 clusters Score -203881.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -203930.406250 Penalty: 750.568542 Iteration 9Q: 3 clusters Score -203930.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -203964.093750 Penalty: 750.568542 Iteration 10Q: 3 clusters Score -203964.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -203987.093750 Penalty: 750.568542 Iteration 11Q: 3 clusters Score -203987.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -204008.734375 Penalty: 750.568542 Iteration 12Q: 3 clusters Score -204008.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -204036.734375 Penalty: 750.568542 Iteration 13Q: 3 clusters Score -204036.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -204053.859375 Penalty: 750.568542 Iteration 14Q: 3 clusters Score -204053.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -204078.453125 Penalty: 750.568542 Iteration 15Q: 3 clusters Score -204078.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -204103.062500 Penalty: 750.568542 Iteration 16Q: 3 clusters Score -204103.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -204129.703125 Penalty: 750.568542 Iteration 17Q: 3 clusters Score -204129.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -204149.375000 Penalty: 750.568542 Iteration 18Q: 3 clusters Score -204149.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -204161.781250 Penalty: 750.568542 Iteration 19Q: 3 clusters Score -204161.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -204169.078125 Penalty: 750.568542 Iteration 20F: 3 clusters Score -204169.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -204173.031250 Penalty: 750.568542 Iteration 21Q: 3 clusters Score -204173 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -204178.062500 Penalty: 750.568542 Iteration 22Q: 3 clusters Score -204178.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -204183.968750 Penalty: 750.568542 Iteration 23Q: 3 clusters Score -204184 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -204186.953125 Penalty: 750.568542 Iteration 24Q: 3 clusters Score -204187 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -204189.437500 Penalty: 750.568542 Iteration 25Q: 3 clusters Score -204189.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -204190.859375 Penalty: 750.568542 Iteration 26Q: 3 clusters Score -204190.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -204191.515625 Penalty: 750.568542 Iteration 27Q: 3 clusters Score -204191.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -204191.828125 Penalty: 750.568542 Iteration 28Q: 3 clusters Score -204191.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -204192.187500 Penalty: 750.568542 Iteration 29Q: 3 clusters Score -204192.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -204192.453125 Penalty: 750.568542 Iteration 30Q: 3 clusters Score -204192.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -204192.453125 Penalty: 750.568542 Iteration 31F: 3 clusters Score -204192.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -9807.915039 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9807.915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9533.959961 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9533.96 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9633.944336 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9633.944 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9652.623047 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9652.623 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9660.549805 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9660.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9669.159180 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9669.159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9674.019531 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9674.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9676.788086 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9676.788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9677.967773 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9677.968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9679.552734 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9679.553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9680.474609 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9680.475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9680.694336 Penalty: 482.600739 Iteration 10Q: 3 clusters Score -9680.694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9680.694336 Penalty: 482.600739 Iteration 11F: 3 clusters Score -9680.694 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -5520.182617 Penalty: 221.821487 Iteration 0F: 2 clusters Score -5520.183 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5292.004883 Penalty: 443.642975 Iteration 0F: 3 clusters Score -5292.005 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5347.876465 Penalty: 443.642975 Iteration 1F: 3 clusters Score -5347.876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5369.598633 Penalty: 443.642975 Iteration 2F: 3 clusters Score -5369.599 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5381.463867 Penalty: 443.642975 Iteration 3F: 3 clusters Score -5381.464 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5397.331055 Penalty: 443.642975 Iteration 4Q: 3 clusters Score -5397.331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5397.331055 Penalty: 443.642975 Iteration 5F: 3 clusters Score -5397.331 nChanged 0 20->29 Clusters: Score -21382428.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 413569 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20736 members Mstep: Class 2 contains 20467 members Mstep: Class 3 contains 20646 members Mstep: Class 4 contains 20743 members Mstep: Class 5 contains 20686 members Mstep: Class 6 contains 20800 members Mstep: Class 7 contains 20798 members Mstep: Class 8 contains 20694 members Mstep: Class 9 contains 20670 members Mstep: Class 10 contains 20782 members Mstep: Class 11 contains 20368 members Mstep: Class 12 contains 20611 members Mstep: Class 13 contains 20777 members Mstep: Class 14 contains 20792 members Mstep: Class 15 contains 20437 members Mstep: Class 16 contains 20735 members Mstep: Class 17 contains 20677 members Mstep: Class 18 contains 20669 members Mstep: Class 19 contains 20785 members Mstep: Class 20 contains 20696 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 9.976418 but Gain 588.431641 Score: -18735042.000000 Penalty: 11180.215820 Iteration 0F: 20 clusters Score -1.873504e+07 nChanged 392200 Entering Unmasked Mstep Mstep: Class 0 contains 869 members Mstep: Class 1 contains 26655 members Mstep: Class 2 contains 6883 members Mstep: Class 3 contains 18069 members Mstep: Class 4 contains 2953 members Mstep: Class 5 contains 108108 members Mstep: Class 7 contains 7150 members Mstep: Class 8 contains 8570 members Mstep: Class 9 contains 13840 members Mstep: Class 10 contains 33969 members Mstep: Class 11 contains 4674 members Mstep: Class 12 contains 28835 members Mstep: Class 13 contains 8271 members Mstep: Class 14 contains 15898 members Mstep: Class 15 contains 34038 members Mstep: Class 16 contains 6666 members Mstep: Class 17 contains 27077 members Mstep: Class 18 contains 31586 members Mstep: Class 19 contains 25087 members Mstep: Class 20 contains 4371 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 481.658844 but Gain 588.432617 Score: -20362704.000000 Penalty: 10591.783203 Iteration 1F: 19 clusters Score -2.03627e+07 nChanged 165356 Entering Unmasked Mstep Mstep: Class 0 contains 596 members Mstep: Class 1 contains 19283 members Mstep: Class 2 contains 2995 members Mstep: Class 3 contains 8149 members Mstep: Class 5 contains 190586 members Mstep: Class 7 contains 12050 members Mstep: Class 8 contains 8448 members Mstep: Class 9 contains 3583 members Mstep: Class 10 contains 27028 members Mstep: Class 11 contains 1317 members Mstep: Class 12 contains 23964 members Mstep: Class 13 contains 6754 members Mstep: Class 14 contains 28040 members Mstep: Class 15 contains 16039 members Mstep: Class 16 contains 10012 members Mstep: Class 17 contains 26880 members Mstep: Class 18 contains 11686 members Mstep: Class 19 contains 14137 members Mstep: Class 20 contains 2022 members Entering Unmasked Estep ConsiderDeletion Score: -20755602.000000 Penalty: 10591.783203 Iteration 2F: 19 clusters Score -2.07556e+07 nChanged 79297 Entering Unmasked Mstep Mstep: Class 0 contains 354 members Mstep: Class 1 contains 13408 members Mstep: Class 2 contains 1489 members Mstep: Class 3 contains 4509 members Mstep: Class 5 contains 224657 members Mstep: Class 7 contains 14391 members Mstep: Class 8 contains 6745 members Mstep: Class 9 contains 1816 members Mstep: Class 10 contains 22245 members Mstep: Class 11 contains 1142 members Mstep: Class 12 contains 23067 members Mstep: Class 13 contains 6452 members Mstep: Class 14 contains 29960 members Mstep: Class 15 contains 7538 members Mstep: Class 16 contains 12362 members Mstep: Class 17 contains 27715 members Mstep: Class 18 contains 4869 members Mstep: Class 19 contains 9610 members Mstep: Class 20 contains 1240 members Entering Unmasked Estep ConsiderDeletion Score: -20881578.000000 Penalty: 10591.783203 Iteration 3F: 19 clusters Score -2.088158e+07 nChanged 46794 Entering Unmasked Mstep Mstep: Class 0 contains 204 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 783 members Mstep: Class 3 contains 2387 members Mstep: Class 5 contains 237153 members Mstep: Class 7 contains 15117 members Mstep: Class 8 contains 4881 members Mstep: Class 9 contains 2167 members Mstep: Class 10 contains 19690 members Mstep: Class 11 contains 1839 members Mstep: Class 12 contains 21095 members Mstep: Class 13 contains 6653 members Mstep: Class 14 contains 29855 members Mstep: Class 15 contains 4412 members Mstep: Class 16 contains 15572 members Mstep: Class 17 contains 30217 members Mstep: Class 18 contains 3282 members Mstep: Class 19 contains 6488 members Mstep: Class 20 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -20940878.000000 Penalty: 10591.783203 Iteration 4F: 19 clusters Score -2.094088e+07 nChanged 34399 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 711 members Mstep: Class 3 contains 1718 members Mstep: Class 5 contains 235468 members Mstep: Class 7 contains 15663 members Mstep: Class 8 contains 3879 members Mstep: Class 9 contains 2466 members Mstep: Class 10 contains 22653 members Mstep: Class 11 contains 4298 members Mstep: Class 12 contains 19500 members Mstep: Class 13 contains 7031 members Mstep: Class 14 contains 29759 members Mstep: Class 15 contains 3238 members Mstep: Class 16 contains 18780 members Mstep: Class 17 contains 31262 members Mstep: Class 18 contains 2858 members Mstep: Class 19 contains 4573 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 571.379089 but Gain 588.432617 Score: -20984496.000000 Penalty: 10003.350586 Iteration 5F: 18 clusters Score -2.09845e+07 nChanged 31657 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 943 members Mstep: Class 3 contains 2380 members Mstep: Class 5 contains 224813 members Mstep: Class 7 contains 16120 members Mstep: Class 8 contains 3356 members Mstep: Class 9 contains 2678 members Mstep: Class 10 contains 29149 members Mstep: Class 11 contains 9177 members Mstep: Class 12 contains 18779 members Mstep: Class 13 contains 7602 members Mstep: Class 14 contains 29535 members Mstep: Class 15 contains 2499 members Mstep: Class 16 contains 20886 members Mstep: Class 17 contains 31472 members Mstep: Class 18 contains 2900 members Mstep: Class 19 contains 3426 members Entering Unmasked Estep ConsiderDeletion Score: -21031400.000000 Penalty: 10003.350586 Iteration 6F: 18 clusters Score -2.10314e+07 nChanged 31349 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 1315 members Mstep: Class 3 contains 5515 members Mstep: Class 5 contains 208837 members Mstep: Class 7 contains 16478 members Mstep: Class 8 contains 3125 members Mstep: Class 9 contains 2782 members Mstep: Class 10 contains 36138 members Mstep: Class 11 contains 16497 members Mstep: Class 12 contains 18742 members Mstep: Class 13 contains 8018 members Mstep: Class 14 contains 28922 members Mstep: Class 15 contains 1938 members Mstep: Class 16 contains 21673 members Mstep: Class 17 contains 31368 members Mstep: Class 18 contains 2730 members Mstep: Class 19 contains 2676 members Entering Unmasked Estep ConsiderDeletion Score: -21082486.000000 Penalty: 10003.350586 Iteration 7F: 18 clusters Score -2.108249e+07 nChanged 29685 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 1725 members Mstep: Class 3 contains 10911 members Mstep: Class 5 contains 192924 members Mstep: Class 7 contains 16760 members Mstep: Class 8 contains 2979 members Mstep: Class 9 contains 2912 members Mstep: Class 10 contains 42935 members Mstep: Class 11 contains 22385 members Mstep: Class 12 contains 19104 members Mstep: Class 13 contains 8351 members Mstep: Class 14 contains 28254 members Mstep: Class 15 contains 1601 members Mstep: Class 16 contains 20999 members Mstep: Class 17 contains 31230 members Mstep: Class 18 contains 2558 members Mstep: Class 19 contains 2018 members Entering Unmasked Estep ConsiderDeletion Score: -21127032.000000 Penalty: 10003.350586 Iteration 8F: 18 clusters Score -2.112703e+07 nChanged 27690 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 17843 members Mstep: Class 5 contains 176788 members Mstep: Class 7 contains 17001 members Mstep: Class 8 contains 2862 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 49366 members Mstep: Class 11 contains 24821 members Mstep: Class 12 contains 19496 members Mstep: Class 13 contains 8738 members Mstep: Class 14 contains 31222 members Mstep: Class 15 contains 1368 members Mstep: Class 16 contains 18823 members Mstep: Class 17 contains 31102 members Mstep: Class 18 contains 2380 members Mstep: Class 19 contains 1476 members Entering Unmasked Estep ConsiderDeletion Score: -21167220.000000 Penalty: 10003.350586 Iteration 9F: 18 clusters Score -2.116722e+07 nChanged 27923 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 2469 members Mstep: Class 3 contains 24942 members Mstep: Class 5 contains 158276 members Mstep: Class 7 contains 17174 members Mstep: Class 8 contains 2797 members Mstep: Class 9 contains 3193 members Mstep: Class 10 contains 55572 members Mstep: Class 11 contains 25697 members Mstep: Class 12 contains 20023 members Mstep: Class 13 contains 8994 members Mstep: Class 14 contains 38705 members Mstep: Class 15 contains 1223 members Mstep: Class 16 contains 15731 members Mstep: Class 17 contains 30993 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 1083 members Entering Unmasked Estep ConsiderDeletion Score: -21194184.000000 Penalty: 10003.350586 Iteration 10F: 18 clusters Score -2.119418e+07 nChanged 25324 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 30942 members Mstep: Class 5 contains 140476 members Mstep: Class 7 contains 17305 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 3314 members Mstep: Class 10 contains 62058 members Mstep: Class 11 contains 26137 members Mstep: Class 12 contains 20599 members Mstep: Class 13 contains 9172 members Mstep: Class 14 contains 46281 members Mstep: Class 15 contains 1155 members Mstep: Class 16 contains 12697 members Mstep: Class 17 contains 30916 members Mstep: Class 18 contains 2061 members Mstep: Class 19 contains 828 members Entering Unmasked Estep ConsiderDeletion Score: -21215222.000000 Penalty: 10003.350586 Iteration 11F: 18 clusters Score -2.121522e+07 nChanged 22938 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2959 members Mstep: Class 3 contains 35708 members Mstep: Class 5 contains 123519 members Mstep: Class 7 contains 17427 members Mstep: Class 8 contains 2704 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 68723 members Mstep: Class 11 contains 26377 members Mstep: Class 12 contains 21234 members Mstep: Class 13 contains 9318 members Mstep: Class 14 contains 53379 members Mstep: Class 15 contains 1117 members Mstep: Class 16 contains 10230 members Mstep: Class 17 contains 30826 members Mstep: Class 18 contains 1946 members Mstep: Class 19 contains 696 members Entering Unmasked Estep ConsiderDeletion Score: -21233276.000000 Penalty: 10003.350586 Iteration 12F: 18 clusters Score -2.123328e+07 nChanged 20757 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 39386 members Mstep: Class 5 contains 107401 members Mstep: Class 7 contains 17541 members Mstep: Class 8 contains 2684 members Mstep: Class 9 contains 3570 members Mstep: Class 10 contains 75566 members Mstep: Class 11 contains 26540 members Mstep: Class 12 contains 22059 members Mstep: Class 13 contains 9472 members Mstep: Class 14 contains 59450 members Mstep: Class 15 contains 1098 members Mstep: Class 16 contains 8521 members Mstep: Class 17 contains 30728 members Mstep: Class 18 contains 1856 members Mstep: Class 19 contains 728 members Entering Unmasked Estep ConsiderDeletion Score: -21248846.000000 Penalty: 10003.350586 Iteration 13F: 18 clusters Score -2.124885e+07 nChanged 19118 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3201 members Mstep: Class 3 contains 42486 members Mstep: Class 5 contains 92108 members Mstep: Class 7 contains 17645 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 3712 members Mstep: Class 10 contains 82706 members Mstep: Class 11 contains 26699 members Mstep: Class 12 contains 22990 members Mstep: Class 13 contains 9580 members Mstep: Class 14 contains 64335 members Mstep: Class 15 contains 1083 members Mstep: Class 16 contains 7329 members Mstep: Class 17 contains 30638 members Mstep: Class 18 contains 1791 members Mstep: Class 19 contains 816 members Entering Unmasked Estep ConsiderDeletion Score: -21263424.000000 Penalty: 10003.350586 Iteration 14Q: 18 clusters Score -2.126342e+07 nChanged 17843 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 3216 members Mstep: Class 3 contains 45297 members Mstep: Class 5 contains 77513 members Mstep: Class 7 contains 17738 members Mstep: Class 8 contains 2660 members Mstep: Class 9 contains 3849 members Mstep: Class 10 contains 89875 members Mstep: Class 11 contains 26827 members Mstep: Class 12 contains 23946 members Mstep: Class 13 contains 9682 members Mstep: Class 14 contains 68355 members Mstep: Class 15 contains 1066 members Mstep: Class 16 contains 6586 members Mstep: Class 17 contains 30551 members Mstep: Class 18 contains 1762 members Mstep: Class 19 contains 876 members Entering Unmasked Estep ConsiderDeletion Score: -21277460.000000 Penalty: 10003.350586 Iteration 15Q: 18 clusters Score -2.127746e+07 nChanged 16771 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3196 members Mstep: Class 3 contains 48011 members Mstep: Class 5 contains 63692 members Mstep: Class 7 contains 17819 members Mstep: Class 8 contains 2658 members Mstep: Class 9 contains 4005 members Mstep: Class 10 contains 97053 members Mstep: Class 11 contains 26904 members Mstep: Class 12 contains 24850 members Mstep: Class 13 contains 9784 members Mstep: Class 14 contains 71521 members Mstep: Class 15 contains 1045 members Mstep: Class 16 contains 6069 members Mstep: Class 17 contains 30470 members Mstep: Class 18 contains 1738 members Mstep: Class 19 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -21290510.000000 Penalty: 10003.350586 Iteration 16Q: 18 clusters Score -2.129051e+07 nChanged 15717 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3178 members Mstep: Class 3 contains 50615 members Mstep: Class 5 contains 50752 members Mstep: Class 7 contains 17902 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 4168 members Mstep: Class 10 contains 104012 members Mstep: Class 11 contains 26938 members Mstep: Class 12 contains 25536 members Mstep: Class 13 contains 9868 members Mstep: Class 14 contains 74132 members Mstep: Class 15 contains 1039 members Mstep: Class 16 contains 5761 members Mstep: Class 17 contains 30389 members Mstep: Class 18 contains 1723 members Mstep: Class 19 contains 911 members Entering Unmasked Estep ConsiderDeletion Score: -21303516.000000 Penalty: 10003.350586 Iteration 17Q: 18 clusters Score -2.130352e+07 nChanged 14265 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 3118 members Mstep: Class 3 contains 53074 members Mstep: Class 5 contains 39081 members Mstep: Class 7 contains 18003 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 4376 members Mstep: Class 10 contains 110410 members Mstep: Class 11 contains 26933 members Mstep: Class 12 contains 26117 members Mstep: Class 13 contains 9929 members Mstep: Class 14 contains 76183 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 5585 members Mstep: Class 17 contains 30288 members Mstep: Class 18 contains 1714 members Mstep: Class 19 contains 892 members Entering Unmasked Estep ConsiderDeletion Score: -21315338.000000 Penalty: 10003.350586 Iteration 18Q: 18 clusters Score -2.131534e+07 nChanged 12222 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 2949 members Mstep: Class 3 contains 54945 members Mstep: Class 5 contains 29643 members Mstep: Class 7 contains 18111 members Mstep: Class 8 contains 2659 members Mstep: Class 9 contains 4585 members Mstep: Class 10 contains 115750 members Mstep: Class 11 contains 26894 members Mstep: Class 12 contains 26620 members Mstep: Class 13 contains 9966 members Mstep: Class 14 contains 77853 members Mstep: Class 15 contains 1067 members Mstep: Class 16 contains 5398 members Mstep: Class 17 contains 30177 members Mstep: Class 18 contains 1709 members Mstep: Class 19 contains 870 members Entering Unmasked Estep ConsiderDeletion Score: -21325694.000000 Penalty: 10003.350586 Iteration 19Q: 18 clusters Score -2.132569e+07 nChanged 9345 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 2708 members Mstep: Class 3 contains 56013 members Mstep: Class 5 contains 23122 members Mstep: Class 7 contains 18219 members Mstep: Class 8 contains 2663 members Mstep: Class 9 contains 4739 members Mstep: Class 10 contains 119466 members Mstep: Class 11 contains 26841 members Mstep: Class 12 contains 27044 members Mstep: Class 13 contains 10029 members Mstep: Class 14 contains 79161 members Mstep: Class 15 contains 1155 members Mstep: Class 16 contains 5219 members Mstep: Class 17 contains 30065 members Mstep: Class 18 contains 1706 members Mstep: Class 19 contains 831 members Entering Unmasked Estep ConsiderDeletion Score: -21334030.000000 Penalty: 10003.350586 Iteration 20F: 18 clusters Score -2.133403e+07 nChanged 6871 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 2465 members Mstep: Class 3 contains 56511 members Mstep: Class 5 contains 19128 members Mstep: Class 7 contains 18311 members Mstep: Class 8 contains 2663 members Mstep: Class 9 contains 4852 members Mstep: Class 10 contains 121603 members Mstep: Class 11 contains 26795 members Mstep: Class 12 contains 27405 members Mstep: Class 13 contains 10059 members Mstep: Class 14 contains 80090 members Mstep: Class 15 contains 1289 members Mstep: Class 16 contains 5222 members Mstep: Class 17 contains 29973 members Mstep: Class 18 contains 1697 members Mstep: Class 19 contains 795 members Entering Unmasked Estep ConsiderDeletion Score: -21339528.000000 Penalty: 10003.350586 Iteration 21Q: 18 clusters Score -2.133953e+07 nChanged 5331 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 2226 members Mstep: Class 3 contains 56662 members Mstep: Class 5 contains 16385 members Mstep: Class 7 contains 18422 members Mstep: Class 8 contains 2664 members Mstep: Class 9 contains 4957 members Mstep: Class 10 contains 123181 members Mstep: Class 11 contains 26773 members Mstep: Class 12 contains 27688 members Mstep: Class 13 contains 10101 members Mstep: Class 14 contains 80642 members Mstep: Class 15 contains 1409 members Mstep: Class 16 contains 5278 members Mstep: Class 17 contains 29861 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 761 members Entering Unmasked Estep ConsiderDeletion Score: -21343436.000000 Penalty: 10003.350586 Iteration 22Q: 18 clusters Score -2.134344e+07 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2015 members Mstep: Class 3 contains 56671 members Mstep: Class 5 contains 14465 members Mstep: Class 7 contains 18535 members Mstep: Class 8 contains 2665 members Mstep: Class 9 contains 5030 members Mstep: Class 10 contains 124423 members Mstep: Class 11 contains 26753 members Mstep: Class 12 contains 27832 members Mstep: Class 13 contains 10139 members Mstep: Class 14 contains 80855 members Mstep: Class 15 contains 1484 members Mstep: Class 16 contains 5483 members Mstep: Class 17 contains 29747 members Mstep: Class 18 contains 1719 members Mstep: Class 19 contains 715 members Entering Unmasked Estep ConsiderDeletion Score: -21346390.000000 Penalty: 10003.350586 Iteration 23Q: 18 clusters Score -2.134639e+07 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 1839 members Mstep: Class 3 contains 56581 members Mstep: Class 5 contains 13275 members Mstep: Class 7 contains 18646 members Mstep: Class 8 contains 2663 members Mstep: Class 9 contains 5047 members Mstep: Class 10 contains 125423 members Mstep: Class 11 contains 26734 members Mstep: Class 12 contains 27929 members Mstep: Class 13 contains 10198 members Mstep: Class 14 contains 80718 members Mstep: Class 15 contains 1523 members Mstep: Class 16 contains 5724 members Mstep: Class 17 contains 29638 members Mstep: Class 18 contains 1736 members Mstep: Class 19 contains 665 members Entering Unmasked Estep ConsiderDeletion Score: -21350174.000000 Penalty: 10003.350586 Iteration 24Q: 18 clusters Score -2.135017e+07 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 1719 members Mstep: Class 3 contains 56449 members Mstep: Class 5 contains 12911 members Mstep: Class 7 contains 18747 members Mstep: Class 8 contains 2659 members Mstep: Class 9 contains 5019 members Mstep: Class 10 contains 126099 members Mstep: Class 11 contains 26722 members Mstep: Class 12 contains 28027 members Mstep: Class 13 contains 10230 members Mstep: Class 14 contains 80162 members Mstep: Class 15 contains 1548 members Mstep: Class 16 contains 5913 members Mstep: Class 17 contains 29541 members Mstep: Class 18 contains 1746 members Mstep: Class 19 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -21354870.000000 Penalty: 10003.350586 Iteration 25Q: 18 clusters Score -2.135487e+07 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 1651 members Mstep: Class 3 contains 56335 members Mstep: Class 5 contains 13667 members Mstep: Class 7 contains 18834 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 4967 members Mstep: Class 10 contains 126230 members Mstep: Class 11 contains 26716 members Mstep: Class 12 contains 28092 members Mstep: Class 13 contains 10250 members Mstep: Class 14 contains 79073 members Mstep: Class 15 contains 1558 members Mstep: Class 16 contains 6058 members Mstep: Class 17 contains 29456 members Mstep: Class 18 contains 1758 members Mstep: Class 19 contains 605 members Entering Unmasked Estep ConsiderDeletion Score: -21356794.000000 Penalty: 10003.350586 Iteration 26Q: 18 clusters Score -2.135679e+07 nChanged 2435 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 1615 members Mstep: Class 3 contains 56222 members Mstep: Class 5 contains 14698 members Mstep: Class 7 contains 18938 members Mstep: Class 8 contains 2658 members Mstep: Class 9 contains 4947 members Mstep: Class 10 contains 126218 members Mstep: Class 11 contains 26711 members Mstep: Class 12 contains 28110 members Mstep: Class 13 contains 10253 members Mstep: Class 14 contains 77905 members Mstep: Class 15 contains 1575 members Mstep: Class 16 contains 6180 members Mstep: Class 17 contains 29350 members Mstep: Class 18 contains 1765 members Mstep: Class 19 contains 589 members Entering Unmasked Estep ConsiderDeletion Score: -21357446.000000 Penalty: 10003.350586 Iteration 27Q: 18 clusters Score -2.135745e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 1597 members Mstep: Class 3 contains 56128 members Mstep: Class 5 contains 15658 members Mstep: Class 7 contains 19043 members Mstep: Class 8 contains 2661 members Mstep: Class 9 contains 4939 members Mstep: Class 10 contains 126154 members Mstep: Class 11 contains 26707 members Mstep: Class 12 contains 28145 members Mstep: Class 13 contains 10244 members Mstep: Class 14 contains 76848 members Mstep: Class 15 contains 1601 members Mstep: Class 16 contains 6259 members Mstep: Class 17 contains 29242 members Mstep: Class 18 contains 1767 members Mstep: Class 19 contains 579 members Entering Unmasked Estep ConsiderDeletion Score: -21358066.000000 Penalty: 10003.350586 Iteration 28Q: 18 clusters Score -2.135807e+07 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 1592 members Mstep: Class 3 contains 56055 members Mstep: Class 5 contains 16594 members Mstep: Class 7 contains 19150 members Mstep: Class 8 contains 2658 members Mstep: Class 9 contains 4930 members Mstep: Class 10 contains 126102 members Mstep: Class 11 contains 26703 members Mstep: Class 12 contains 28144 members Mstep: Class 13 contains 10234 members Mstep: Class 14 contains 75842 members Mstep: Class 15 contains 1613 members Mstep: Class 16 contains 6334 members Mstep: Class 17 contains 29137 members Mstep: Class 18 contains 1770 members Mstep: Class 19 contains 569 members Entering Unmasked Estep ConsiderDeletion Score: -21358634.000000 Penalty: 10003.350586 Iteration 29Q: 18 clusters Score -2.135863e+07 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 1588 members Mstep: Class 3 contains 55998 members Mstep: Class 5 contains 17551 members Mstep: Class 7 contains 19260 members Mstep: Class 8 contains 2658 members Mstep: Class 9 contains 4925 members Mstep: Class 10 contains 126056 members Mstep: Class 11 contains 26696 members Mstep: Class 12 contains 28139 members Mstep: Class 13 contains 10237 members Mstep: Class 14 contains 74830 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 6380 members Mstep: Class 17 contains 29027 members Mstep: Class 18 contains 1776 members Mstep: Class 19 contains 556 members Entering Unmasked Estep ConsiderDeletion Score: -21359116.000000 Penalty: 10003.350586 Iteration 30Q: 18 clusters Score -2.135912e+07 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 55951 members Mstep: Class 5 contains 18410 members Mstep: Class 7 contains 19384 members Mstep: Class 8 contains 2655 members Mstep: Class 9 contains 4919 members Mstep: Class 10 contains 126001 members Mstep: Class 11 contains 26695 members Mstep: Class 12 contains 28094 members Mstep: Class 13 contains 10239 members Mstep: Class 14 contains 73924 members Mstep: Class 15 contains 1625 members Mstep: Class 16 contains 6409 members Mstep: Class 17 contains 28906 members Mstep: Class 18 contains 1775 members Mstep: Class 19 contains 555 members Entering Unmasked Estep ConsiderDeletion Score: -21359530.000000 Penalty: 10003.350586 Iteration 31Q: 18 clusters Score -2.135953e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1599 members Mstep: Class 3 contains 55914 members Mstep: Class 5 contains 19179 members Mstep: Class 7 contains 19505 members Mstep: Class 8 contains 2649 members Mstep: Class 9 contains 4924 members Mstep: Class 10 contains 125941 members Mstep: Class 11 contains 26692 members Mstep: Class 12 contains 28040 members Mstep: Class 13 contains 10241 members Mstep: Class 14 contains 73107 members Mstep: Class 15 contains 1624 members Mstep: Class 16 contains 6426 members Mstep: Class 17 contains 28791 members Mstep: Class 18 contains 1775 members Mstep: Class 19 contains 563 members Entering Unmasked Estep ConsiderDeletion Score: -21359826.000000 Penalty: 10003.350586 Iteration 32Q: 18 clusters Score -2.135983e+07 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 1614 members Mstep: Class 3 contains 55876 members Mstep: Class 5 contains 19893 members Mstep: Class 7 contains 19641 members Mstep: Class 8 contains 2646 members Mstep: Class 9 contains 4926 members Mstep: Class 10 contains 125871 members Mstep: Class 11 contains 26688 members Mstep: Class 12 contains 27998 members Mstep: Class 13 contains 10244 members Mstep: Class 14 contains 72370 members Mstep: Class 15 contains 1622 members Mstep: Class 16 contains 6433 members Mstep: Class 17 contains 28658 members Mstep: Class 18 contains 1776 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -21360036.000000 Penalty: 10003.350586 Iteration 33Q: 18 clusters Score -2.136004e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 1618 members Mstep: Class 3 contains 55843 members Mstep: Class 5 contains 20493 members Mstep: Class 7 contains 19776 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 4928 members Mstep: Class 10 contains 125803 members Mstep: Class 11 contains 26686 members Mstep: Class 12 contains 27947 members Mstep: Class 13 contains 10242 members Mstep: Class 14 contains 71755 members Mstep: Class 15 contains 1626 members Mstep: Class 16 contains 6433 members Mstep: Class 17 contains 28525 members Mstep: Class 18 contains 1778 members Mstep: Class 19 contains 579 members Entering Unmasked Estep ConsiderDeletion Score: -21360194.000000 Penalty: 10003.350586 Iteration 34Q: 18 clusters Score -2.136019e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 1625 members Mstep: Class 3 contains 55814 members Mstep: Class 5 contains 21000 members Mstep: Class 7 contains 19919 members Mstep: Class 8 contains 2643 members Mstep: Class 9 contains 4932 members Mstep: Class 10 contains 125715 members Mstep: Class 11 contains 26688 members Mstep: Class 12 contains 27953 members Mstep: Class 13 contains 10245 members Mstep: Class 14 contains 71218 members Mstep: Class 15 contains 1630 members Mstep: Class 16 contains 6446 members Mstep: Class 17 contains 28383 members Mstep: Class 18 contains 1781 members Mstep: Class 19 contains 586 members Entering Unmasked Estep ConsiderDeletion Score: -21360318.000000 Penalty: 10003.350586 Iteration 35Q: 18 clusters Score -2.136032e+07 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 1643 members Mstep: Class 3 contains 55794 members Mstep: Class 5 contains 21427 members Mstep: Class 7 contains 20076 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 125630 members Mstep: Class 11 contains 26689 members Mstep: Class 12 contains 27954 members Mstep: Class 13 contains 10241 members Mstep: Class 14 contains 70771 members Mstep: Class 15 contains 1630 members Mstep: Class 16 contains 6452 members Mstep: Class 17 contains 28228 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 595 members Entering Unmasked Estep ConsiderDeletion Score: -21360474.000000 Penalty: 10003.350586 Iteration 36Q: 18 clusters Score -2.136047e+07 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 1655 members Mstep: Class 3 contains 55777 members Mstep: Class 5 contains 21788 members Mstep: Class 7 contains 20229 members Mstep: Class 8 contains 2637 members Mstep: Class 9 contains 4937 members Mstep: Class 10 contains 125553 members Mstep: Class 11 contains 26690 members Mstep: Class 12 contains 27948 members Mstep: Class 13 contains 10239 members Mstep: Class 14 contains 70400 members Mstep: Class 15 contains 1630 members Mstep: Class 16 contains 6452 members Mstep: Class 17 contains 28079 members Mstep: Class 18 contains 1783 members Mstep: Class 19 contains 596 members Entering Unmasked Estep ConsiderDeletion Score: -21360456.000000 Penalty: 10003.350586 Iteration 37Q: 18 clusters Score -2.136046e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 1660 members Mstep: Class 3 contains 55754 members Mstep: Class 5 contains 22089 members Mstep: Class 7 contains 20384 members Mstep: Class 8 contains 2640 members Mstep: Class 9 contains 4942 members Mstep: Class 10 contains 125492 members Mstep: Class 11 contains 26692 members Mstep: Class 12 contains 27925 members Mstep: Class 13 contains 10241 members Mstep: Class 14 contains 70075 members Mstep: Class 15 contains 1635 members Mstep: Class 16 contains 6454 members Mstep: Class 17 contains 27921 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 606 members Entering Unmasked Estep ConsiderDeletion Score: -21360482.000000 Penalty: 10003.350586 Iteration 38Q: 18 clusters Score -2.136048e+07 nChanged 666 Entering ConstructFrom: Score: -21360482.000000 Penalty: 10003.350586 Entering ConstructFrom: Trying to split cluster 1 (7331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Entering Unmasked Estep Score: -340572.187500 Penalty: 404.943939 Iteration 0F: 2 clusters Score -340572.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -335768.562500 Penalty: 809.887878 Iteration 0F: 3 clusters Score -335768.6 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -338163.125000 Penalty: 809.887878 Iteration 1F: 3 clusters Score -338163.1 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -338874.781250 Penalty: 809.887878 Iteration 2F: 3 clusters Score -338874.8 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -339442.750000 Penalty: 809.887878 Iteration 3F: 3 clusters Score -339442.8 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -339967.500000 Penalty: 809.887878 Iteration 4F: 3 clusters Score -339967.5 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -340501.218750 Penalty: 809.887878 Iteration 5F: 3 clusters Score -340501.2 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -341043.593750 Penalty: 809.887878 Iteration 6F: 3 clusters Score -341043.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -341406.250000 Penalty: 809.887878 Iteration 7F: 3 clusters Score -341406.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -341575.562500 Penalty: 809.887878 Iteration 8Q: 3 clusters Score -341575.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -341645.718750 Penalty: 809.887878 Iteration 9Q: 3 clusters Score -341645.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -341695.875000 Penalty: 809.887878 Iteration 10Q: 3 clusters Score -341695.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -341735.312500 Penalty: 809.887878 Iteration 11Q: 3 clusters Score -341735.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -341771.218750 Penalty: 809.887878 Iteration 12Q: 3 clusters Score -341771.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -341797.812500 Penalty: 809.887878 Iteration 13Q: 3 clusters Score -341797.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -341812.250000 Penalty: 809.887878 Iteration 14Q: 3 clusters Score -341812.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -341821.781250 Penalty: 809.887878 Iteration 15Q: 3 clusters Score -341821.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -341827.906250 Penalty: 809.887878 Iteration 16Q: 3 clusters Score -341827.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -341831.218750 Penalty: 809.887878 Iteration 17Q: 3 clusters Score -341831.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -341835.062500 Penalty: 809.887878 Iteration 18Q: 3 clusters Score -341835.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -341836.812500 Penalty: 809.887878 Iteration 19Q: 3 clusters Score -341836.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -341838.937500 Penalty: 809.887878 Iteration 20F: 3 clusters Score -341838.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -341841.375000 Penalty: 809.887878 Iteration 21Q: 3 clusters Score -341841.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -341842.625000 Penalty: 809.887878 Iteration 22Q: 3 clusters Score -341842.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -341845.500000 Penalty: 809.887878 Iteration 23Q: 3 clusters Score -341845.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -341848.250000 Penalty: 809.887878 Iteration 24Q: 3 clusters Score -341848.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -341850.125000 Penalty: 809.887878 Iteration 25Q: 3 clusters Score -341850.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -341851.125000 Penalty: 809.887878 Iteration 26Q: 3 clusters Score -341851.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -341851.968750 Penalty: 809.887878 Iteration 27Q: 3 clusters Score -341852 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -341852.093750 Penalty: 809.887878 Iteration 28Q: 3 clusters Score -341852.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -341852.968750 Penalty: 809.887878 Iteration 29Q: 3 clusters Score -341853 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -341853.562500 Penalty: 809.887878 Iteration 30Q: 3 clusters Score -341853.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -341854.406250 Penalty: 809.887878 Iteration 31Q: 3 clusters Score -341854.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -341854.937500 Penalty: 809.887878 Iteration 32Q: 3 clusters Score -341854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -341855.187500 Penalty: 809.887878 Iteration 33Q: 3 clusters Score -341855.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -341855.312500 Penalty: 809.887878 Iteration 34Q: 3 clusters Score -341855.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -341855.625000 Penalty: 809.887878 Iteration 35Q: 3 clusters Score -341855.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -341855.625000 Penalty: 809.887878 Iteration 36F: 3 clusters Score -341855.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 125424 members Mstep: Class 11 contains 26692 members Mstep: Class 12 contains 27917 members Mstep: Class 13 contains 10245 members Mstep: Class 14 contains 69799 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Entering Unmasked Estep Score: -21361634.000000 Penalty: 10591.783203 Splitting cluster 1 changes total score from -21360482.000000 to -21361634.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (1667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Entering Unmasked Estep Score: -90567.023438 Penalty: 337.554535 Iteration 0F: 2 clusters Score -90567.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -89354.054688 Penalty: 675.109070 Iteration 0F: 3 clusters Score -89354.05 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -89770.164062 Penalty: 675.109070 Iteration 1F: 3 clusters Score -89770.16 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -89824.070312 Penalty: 675.109070 Iteration 2F: 3 clusters Score -89824.07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -89866.062500 Penalty: 675.109070 Iteration 3Q: 3 clusters Score -89866.06 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -89902.968750 Penalty: 675.109070 Iteration 4Q: 3 clusters Score -89902.97 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -89938.351562 Penalty: 675.109070 Iteration 5Q: 3 clusters Score -89938.35 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -89968.648438 Penalty: 675.109070 Iteration 6Q: 3 clusters Score -89968.65 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -90003.523438 Penalty: 675.109070 Iteration 7Q: 3 clusters Score -90003.52 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -90043.289062 Penalty: 675.109070 Iteration 8Q: 3 clusters Score -90043.29 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -90074.664062 Penalty: 675.109070 Iteration 9Q: 3 clusters Score -90074.66 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -90093.421875 Penalty: 675.109070 Iteration 10Q: 3 clusters Score -90093.42 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -90112.554688 Penalty: 675.109070 Iteration 11Q: 3 clusters Score -90112.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -90131.992188 Penalty: 675.109070 Iteration 12Q: 3 clusters Score -90131.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -90152.437500 Penalty: 675.109070 Iteration 13Q: 3 clusters Score -90152.44 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -90184.421875 Penalty: 675.109070 Iteration 14Q: 3 clusters Score -90184.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -90217.617188 Penalty: 675.109070 Iteration 15Q: 3 clusters Score -90217.62 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -90250.703125 Penalty: 675.109070 Iteration 16Q: 3 clusters Score -90250.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -90281.820312 Penalty: 675.109070 Iteration 17Q: 3 clusters Score -90281.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -90298.468750 Penalty: 675.109070 Iteration 18Q: 3 clusters Score -90298.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -90310.187500 Penalty: 675.109070 Iteration 19Q: 3 clusters Score -90310.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -90317.117188 Penalty: 675.109070 Iteration 20F: 3 clusters Score -90317.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -90320.812500 Penalty: 675.109070 Iteration 21Q: 3 clusters Score -90320.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -90325.507812 Penalty: 675.109070 Iteration 22Q: 3 clusters Score -90325.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -90329.531250 Penalty: 675.109070 Iteration 23Q: 3 clusters Score -90329.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -90331.296875 Penalty: 675.109070 Iteration 24Q: 3 clusters Score -90331.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -90332.156250 Penalty: 675.109070 Iteration 25Q: 3 clusters Score -90332.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -90332.156250 Penalty: 675.109070 Iteration 26F: 3 clusters Score -90332.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (55738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55738 members Entering Unmasked Estep Score: -3094454.500000 Penalty: 497.242981 Iteration 0F: 2 clusters Score -3094454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28010 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -3057031.000000 Penalty: 994.485962 Iteration 0F: 3 clusters Score -3057031 nChanged 27190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32234 members Mstep: Class 2 contains 23504 members Entering Unmasked Estep Score: -3073770.750000 Penalty: 994.485962 Iteration 1F: 3 clusters Score -3073771 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35165 members Mstep: Class 2 contains 20573 members Entering Unmasked Estep Score: -3076133.750000 Penalty: 994.485962 Iteration 2F: 3 clusters Score -3076134 nChanged 4733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38942 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -3079601.750000 Penalty: 994.485962 Iteration 3F: 3 clusters Score -3079602 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43048 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -3083742.750000 Penalty: 994.485962 Iteration 4F: 3 clusters Score -3083743 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46693 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -3087284.250000 Penalty: 994.485962 Iteration 5F: 3 clusters Score -3087284 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49497 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -3089721.000000 Penalty: 994.485962 Iteration 6F: 3 clusters Score -3089721 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51536 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -3091413.500000 Penalty: 994.485962 Iteration 7Q: 3 clusters Score -3091414 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52955 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -3092479.000000 Penalty: 994.485962 Iteration 8Q: 3 clusters Score -3092479 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53927 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -3093150.500000 Penalty: 994.485962 Iteration 9Q: 3 clusters Score -3093150 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54509 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -3093559.500000 Penalty: 994.485962 Iteration 10Q: 3 clusters Score -3093560 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54851 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3093822.000000 Penalty: 994.485962 Iteration 11Q: 3 clusters Score -3093822 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55028 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -3093944.750000 Penalty: 994.485962 Iteration 12Q: 3 clusters Score -3093945 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55119 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -3094023.250000 Penalty: 994.485962 Iteration 13Q: 3 clusters Score -3094023 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55152 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -3094073.000000 Penalty: 994.485962 Iteration 14Q: 3 clusters Score -3094073 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55174 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -3094121.750000 Penalty: 994.485962 Iteration 15Q: 3 clusters Score -3094122 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55179 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -3094145.250000 Penalty: 994.485962 Iteration 16Q: 3 clusters Score -3094145 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55176 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -3094148.250000 Penalty: 994.485962 Iteration 17Q: 3 clusters Score -3094148 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55181 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -3094159.250000 Penalty: 994.485962 Iteration 18Q: 3 clusters Score -3094159 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55186 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -3094174.250000 Penalty: 994.485962 Iteration 19Q: 3 clusters Score -3094174 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55194 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -3094180.000000 Penalty: 994.485962 Iteration 20F: 3 clusters Score -3094180 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55204 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -3094189.500000 Penalty: 994.485962 Iteration 21Q: 3 clusters Score -3094190 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55211 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -3094189.000000 Penalty: 994.485962 Iteration 22Q: 3 clusters Score -3094189 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55215 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -3094190.000000 Penalty: 994.485962 Iteration 23Q: 3 clusters Score -3094190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55217 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -3094191.250000 Penalty: 994.485962 Iteration 24Q: 3 clusters Score -3094191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55219 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -3094191.500000 Penalty: 994.485962 Iteration 25Q: 3 clusters Score -3094192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55219 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -3094193.500000 Penalty: 994.485962 Iteration 26Q: 3 clusters Score -3094194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55222 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -3094196.750000 Penalty: 994.485962 Iteration 27Q: 3 clusters Score -3094197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55229 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -3094201.500000 Penalty: 994.485962 Iteration 28Q: 3 clusters Score -3094202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55234 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -3094202.750000 Penalty: 994.485962 Iteration 29Q: 3 clusters Score -3094203 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55236 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -3094205.500000 Penalty: 994.485962 Iteration 30Q: 3 clusters Score -3094206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55238 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -3094207.500000 Penalty: 994.485962 Iteration 31Q: 3 clusters Score -3094208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55241 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -3094207.000000 Penalty: 994.485962 Iteration 32Q: 3 clusters Score -3094207 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55241 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -3094204.250000 Penalty: 994.485962 Iteration 33Q: 3 clusters Score -3094204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55242 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -3094205.750000 Penalty: 994.485962 Iteration 34Q: 3 clusters Score -3094206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55244 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -3094208.000000 Penalty: 994.485962 Iteration 35Q: 3 clusters Score -3094208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55245 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -3094207.250000 Penalty: 994.485962 Iteration 36Q: 3 clusters Score -3094207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55247 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -3094209.000000 Penalty: 994.485962 Iteration 37Q: 3 clusters Score -3094209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55248 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -3094210.000000 Penalty: 994.485962 Iteration 38Q: 3 clusters Score -3094210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55247 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -3094210.500000 Penalty: 994.485962 Iteration 39Q: 3 clusters Score -3094210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55248 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -3094209.000000 Penalty: 994.485962 Iteration 40F: 3 clusters Score -3094209 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55248 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -3094211.500000 Penalty: 994.485962 Iteration 41Q: 3 clusters Score -3094212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55248 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -3094210.750000 Penalty: 994.485962 Iteration 42Q: 3 clusters Score -3094211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55248 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -3094210.750000 Penalty: 994.485962 Iteration 43F: 3 clusters Score -3094211 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (22347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22347 members Entering Unmasked Estep Score: -1258005.375000 Penalty: 455.657349 Iteration 0F: 2 clusters Score -1258005 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 11129 members Entering Unmasked Estep Score: -1243139.250000 Penalty: 911.314697 Iteration 0F: 3 clusters Score -1243139 nChanged 10535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -1249111.750000 Penalty: 911.314697 Iteration 1F: 3 clusters Score -1249112 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1249502.000000 Penalty: 911.314697 Iteration 2Q: 3 clusters Score -1249502 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1249999.750000 Penalty: 911.314697 Iteration 3Q: 3 clusters Score -1250000 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -1250630.750000 Penalty: 911.314697 Iteration 4F: 3 clusters Score -1250631 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1251437.000000 Penalty: 911.314697 Iteration 5F: 3 clusters Score -1251437 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15960 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1252407.500000 Penalty: 911.314697 Iteration 6F: 3 clusters Score -1252408 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1253416.000000 Penalty: 911.314697 Iteration 7F: 3 clusters Score -1253416 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1254354.500000 Penalty: 911.314697 Iteration 8F: 3 clusters Score -1254354 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19370 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1255205.375000 Penalty: 911.314697 Iteration 9Q: 3 clusters Score -1255205 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20281 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1255955.375000 Penalty: 911.314697 Iteration 10Q: 3 clusters Score -1255955 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21008 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1256573.625000 Penalty: 911.314697 Iteration 11Q: 3 clusters Score -1256574 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21577 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1257064.500000 Penalty: 911.314697 Iteration 12Q: 3 clusters Score -1257064 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21915 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1257348.625000 Penalty: 911.314697 Iteration 13Q: 3 clusters Score -1257349 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22102 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -1257499.500000 Penalty: 911.314697 Iteration 14Q: 3 clusters Score -1257500 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1257567.125000 Penalty: 911.314697 Iteration 15Q: 3 clusters Score -1257567 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22214 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1257602.750000 Penalty: 911.314697 Iteration 16Q: 3 clusters Score -1257603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1257616.125000 Penalty: 911.314697 Iteration 17Q: 3 clusters Score -1257616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1257630.125000 Penalty: 911.314697 Iteration 18Q: 3 clusters Score -1257630 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1257635.375000 Penalty: 911.314697 Iteration 19Q: 3 clusters Score -1257635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -1257647.000000 Penalty: 911.314697 Iteration 20F: 3 clusters Score -1257647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -1257657.375000 Penalty: 911.314697 Iteration 21Q: 3 clusters Score -1257657 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -1257663.875000 Penalty: 911.314697 Iteration 22Q: 3 clusters Score -1257664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -1257663.250000 Penalty: 911.314697 Iteration 23Q: 3 clusters Score -1257663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1257664.000000 Penalty: 911.314697 Iteration 24Q: 3 clusters Score -1257664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1257664.000000 Penalty: 911.314697 Iteration 25F: 3 clusters Score -1257664 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (20529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20529 members Entering Unmasked Estep Score: -1079511.625000 Penalty: 451.796539 Iteration 0F: 2 clusters Score -1079512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -1065919.875000 Penalty: 903.593079 Iteration 0F: 3 clusters Score -1065920 nChanged 9598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1072038.000000 Penalty: 903.593079 Iteration 1F: 3 clusters Score -1072038 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -1072957.750000 Penalty: 903.593079 Iteration 2F: 3 clusters Score -1072958 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1074116.875000 Penalty: 903.593079 Iteration 3F: 3 clusters Score -1074117 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1075478.125000 Penalty: 903.593079 Iteration 4F: 3 clusters Score -1075478 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17858 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1076773.750000 Penalty: 903.593079 Iteration 5F: 3 clusters Score -1076774 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18917 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1077722.750000 Penalty: 903.593079 Iteration 6F: 3 clusters Score -1077723 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1078347.125000 Penalty: 903.593079 Iteration 7Q: 3 clusters Score -1078347 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1078743.250000 Penalty: 903.593079 Iteration 8Q: 3 clusters Score -1078743 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20261 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1078933.125000 Penalty: 903.593079 Iteration 9Q: 3 clusters Score -1078933 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20350 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1079018.875000 Penalty: 903.593079 Iteration 10Q: 3 clusters Score -1079019 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20395 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1079065.500000 Penalty: 903.593079 Iteration 11Q: 3 clusters Score -1079066 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20423 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1079099.750000 Penalty: 903.593079 Iteration 12Q: 3 clusters Score -1079100 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20443 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -1079119.625000 Penalty: 903.593079 Iteration 13Q: 3 clusters Score -1079120 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20449 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -1079123.125000 Penalty: 903.593079 Iteration 14Q: 3 clusters Score -1079123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20454 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -1079132.250000 Penalty: 903.593079 Iteration 15Q: 3 clusters Score -1079132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1079133.500000 Penalty: 903.593079 Iteration 16Q: 3 clusters Score -1079134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1079135.000000 Penalty: 903.593079 Iteration 17Q: 3 clusters Score -1079135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1079137.125000 Penalty: 903.593079 Iteration 18Q: 3 clusters Score -1079137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20460 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -1079139.375000 Penalty: 903.593079 Iteration 19Q: 3 clusters Score -1079139 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -1079141.625000 Penalty: 903.593079 Iteration 20F: 3 clusters Score -1079142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20462 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1079146.000000 Penalty: 903.593079 Iteration 21Q: 3 clusters Score -1079146 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20462 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1079146.000000 Penalty: 903.593079 Iteration 22F: 3 clusters Score -1079146 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Entering Unmasked Estep Score: -121746.804688 Penalty: 358.490540 Iteration 0F: 2 clusters Score -121746.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -119928.148438 Penalty: 716.981079 Iteration 0F: 3 clusters Score -119928.1 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -120594.421875 Penalty: 716.981079 Iteration 1F: 3 clusters Score -120594.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -120727.585938 Penalty: 716.981079 Iteration 2F: 3 clusters Score -120727.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -120827.093750 Penalty: 716.981079 Iteration 3F: 3 clusters Score -120827.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -120925.085938 Penalty: 716.981079 Iteration 4F: 3 clusters Score -120925.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -121006.054688 Penalty: 716.981079 Iteration 5F: 3 clusters Score -121006.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -121063.296875 Penalty: 716.981079 Iteration 6Q: 3 clusters Score -121063.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -121101.226562 Penalty: 716.981079 Iteration 7Q: 3 clusters Score -121101.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -121124.171875 Penalty: 716.981079 Iteration 8Q: 3 clusters Score -121124.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -121145.367188 Penalty: 716.981079 Iteration 9Q: 3 clusters Score -121145.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -121159.960938 Penalty: 716.981079 Iteration 10Q: 3 clusters Score -121160 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -121169.234375 Penalty: 716.981079 Iteration 11Q: 3 clusters Score -121169.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -121176.781250 Penalty: 716.981079 Iteration 12Q: 3 clusters Score -121176.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -121182.343750 Penalty: 716.981079 Iteration 13Q: 3 clusters Score -121182.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -121185.984375 Penalty: 716.981079 Iteration 14Q: 3 clusters Score -121186 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -121191.531250 Penalty: 716.981079 Iteration 15Q: 3 clusters Score -121191.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -121196.695312 Penalty: 716.981079 Iteration 16Q: 3 clusters Score -121196.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -121211.898438 Penalty: 716.981079 Iteration 17Q: 3 clusters Score -121211.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -121223.101562 Penalty: 716.981079 Iteration 18Q: 3 clusters Score -121223.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -121241.640625 Penalty: 716.981079 Iteration 19Q: 3 clusters Score -121241.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -121250.664062 Penalty: 716.981079 Iteration 20F: 3 clusters Score -121250.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -121259.390625 Penalty: 716.981079 Iteration 21Q: 3 clusters Score -121259.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -121267.726562 Penalty: 716.981079 Iteration 22Q: 3 clusters Score -121267.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -121272.984375 Penalty: 716.981079 Iteration 23Q: 3 clusters Score -121273 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -121276.406250 Penalty: 716.981079 Iteration 24Q: 3 clusters Score -121276.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -121281.007812 Penalty: 716.981079 Iteration 25Q: 3 clusters Score -121281 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -121286.218750 Penalty: 716.981079 Iteration 26Q: 3 clusters Score -121286.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -121289.945312 Penalty: 716.981079 Iteration 27Q: 3 clusters Score -121289.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -121297.484375 Penalty: 716.981079 Iteration 28Q: 3 clusters Score -121297.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -121303.203125 Penalty: 716.981079 Iteration 29Q: 3 clusters Score -121303.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -121307.750000 Penalty: 716.981079 Iteration 30Q: 3 clusters Score -121307.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -121313.585938 Penalty: 716.981079 Iteration 31Q: 3 clusters Score -121313.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -121315.953125 Penalty: 716.981079 Iteration 32Q: 3 clusters Score -121316 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -121318.007812 Penalty: 716.981079 Iteration 33Q: 3 clusters Score -121318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -121319.648438 Penalty: 716.981079 Iteration 34Q: 3 clusters Score -121319.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -121321.406250 Penalty: 716.981079 Iteration 35Q: 3 clusters Score -121321.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -121323.296875 Penalty: 716.981079 Iteration 36Q: 3 clusters Score -121323.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -121326.585938 Penalty: 716.981079 Iteration 37Q: 3 clusters Score -121326.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -121332.562500 Penalty: 716.981079 Iteration 38Q: 3 clusters Score -121332.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -121342.187500 Penalty: 716.981079 Iteration 39Q: 3 clusters Score -121342.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -121349.710938 Penalty: 716.981079 Iteration 40F: 3 clusters Score -121349.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -121355.968750 Penalty: 716.981079 Iteration 41Q: 3 clusters Score -121356 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -121359.875000 Penalty: 716.981079 Iteration 42Q: 3 clusters Score -121359.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -121364.312500 Penalty: 716.981079 Iteration 43Q: 3 clusters Score -121364.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -121367.890625 Penalty: 716.981079 Iteration 44Q: 3 clusters Score -121367.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -121374.398438 Penalty: 716.981079 Iteration 45Q: 3 clusters Score -121374.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -121384.632812 Penalty: 716.981079 Iteration 46Q: 3 clusters Score -121384.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -121391.804688 Penalty: 716.981079 Iteration 47Q: 3 clusters Score -121391.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -121400.554688 Penalty: 716.981079 Iteration 48Q: 3 clusters Score -121400.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -121416.695312 Penalty: 716.981079 Iteration 49Q: 3 clusters Score -121416.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -121427.523438 Penalty: 716.981079 Iteration 50Q: 3 clusters Score -121427.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -121437.117188 Penalty: 716.981079 Iteration 51Q: 3 clusters Score -121437.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -121442.179688 Penalty: 716.981079 Iteration 52Q: 3 clusters Score -121442.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -121445.312500 Penalty: 716.981079 Iteration 53Q: 3 clusters Score -121445.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -121450.187500 Penalty: 716.981079 Iteration 54Q: 3 clusters Score -121450.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -121456.046875 Penalty: 716.981079 Iteration 55Q: 3 clusters Score -121456 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -121459.078125 Penalty: 716.981079 Iteration 56Q: 3 clusters Score -121459.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -121462.757812 Penalty: 716.981079 Iteration 57Q: 3 clusters Score -121462.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -121466.882812 Penalty: 716.981079 Iteration 58Q: 3 clusters Score -121466.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -121468.968750 Penalty: 716.981079 Iteration 59Q: 3 clusters Score -121469 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -121472.570312 Penalty: 716.981079 Iteration 60F: 3 clusters Score -121472.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -121475.046875 Penalty: 716.981079 Iteration 61Q: 3 clusters Score -121475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -121476.687500 Penalty: 716.981079 Iteration 62Q: 3 clusters Score -121476.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -121477.117188 Penalty: 716.981079 Iteration 63Q: 3 clusters Score -121477.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -121477.921875 Penalty: 716.981079 Iteration 64Q: 3 clusters Score -121477.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -121478.554688 Penalty: 716.981079 Iteration 65Q: 3 clusters Score -121478.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -121479.734375 Penalty: 716.981079 Iteration 66Q: 3 clusters Score -121479.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -121481.570312 Penalty: 716.981079 Iteration 67Q: 3 clusters Score -121481.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -121481.835938 Penalty: 716.981079 Iteration 68Q: 3 clusters Score -121481.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -121482.468750 Penalty: 716.981079 Iteration 69Q: 3 clusters Score -121482.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -121483.093750 Penalty: 716.981079 Iteration 70Q: 3 clusters Score -121483.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -121483.671875 Penalty: 716.981079 Iteration 71Q: 3 clusters Score -121483.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -121484.742188 Penalty: 716.981079 Iteration 72Q: 3 clusters Score -121484.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -121486.664062 Penalty: 716.981079 Iteration 73Q: 3 clusters Score -121486.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -121488.304688 Penalty: 716.981079 Iteration 74Q: 3 clusters Score -121488.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -121490.765625 Penalty: 716.981079 Iteration 75Q: 3 clusters Score -121490.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -121491.726562 Penalty: 716.981079 Iteration 76Q: 3 clusters Score -121491.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -121492.273438 Penalty: 716.981079 Iteration 77Q: 3 clusters Score -121492.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -121492.304688 Penalty: 716.981079 Iteration 78Q: 3 clusters Score -121492.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -121492.304688 Penalty: 716.981079 Iteration 79F: 3 clusters Score -121492.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Entering Unmasked Estep Score: -282582.125000 Penalty: 387.029022 Iteration 0F: 2 clusters Score -282582.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -279179.812500 Penalty: 774.058044 Iteration 0F: 3 clusters Score -279179.8 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -280430.718750 Penalty: 774.058044 Iteration 1F: 3 clusters Score -280430.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -280579.187500 Penalty: 774.058044 Iteration 2F: 3 clusters Score -280579.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -280747.125000 Penalty: 774.058044 Iteration 3F: 3 clusters Score -280747.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -280923.750000 Penalty: 774.058044 Iteration 4F: 3 clusters Score -280923.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -281121.437500 Penalty: 774.058044 Iteration 5F: 3 clusters Score -281121.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -281367.406250 Penalty: 774.058044 Iteration 6F: 3 clusters Score -281367.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -281633.531250 Penalty: 774.058044 Iteration 7F: 3 clusters Score -281633.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -281862.906250 Penalty: 774.058044 Iteration 8F: 3 clusters Score -281862.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -282029.093750 Penalty: 774.058044 Iteration 9Q: 3 clusters Score -282029.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -282132.875000 Penalty: 774.058044 Iteration 10Q: 3 clusters Score -282132.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -282188.312500 Penalty: 774.058044 Iteration 11Q: 3 clusters Score -282188.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -282224.093750 Penalty: 774.058044 Iteration 12Q: 3 clusters Score -282224.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -282241.125000 Penalty: 774.058044 Iteration 13Q: 3 clusters Score -282241.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -282253.562500 Penalty: 774.058044 Iteration 14Q: 3 clusters Score -282253.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -282260.906250 Penalty: 774.058044 Iteration 15Q: 3 clusters Score -282260.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -282266.187500 Penalty: 774.058044 Iteration 16Q: 3 clusters Score -282266.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -282268.718750 Penalty: 774.058044 Iteration 17Q: 3 clusters Score -282268.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -282271.250000 Penalty: 774.058044 Iteration 18Q: 3 clusters Score -282271.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -282273.687500 Penalty: 774.058044 Iteration 19Q: 3 clusters Score -282273.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -282275.437500 Penalty: 774.058044 Iteration 20F: 3 clusters Score -282275.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -282277.125000 Penalty: 774.058044 Iteration 21Q: 3 clusters Score -282277.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -282277.687500 Penalty: 774.058044 Iteration 22Q: 3 clusters Score -282277.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -282277.687500 Penalty: 774.058044 Iteration 23F: 3 clusters Score -282277.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (125424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125424 members Entering Unmasked Estep Score: -6788184.000000 Penalty: 534.145203 Iteration 0F: 2 clusters Score -6788184 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62451 members Mstep: Class 2 contains 62973 members Entering Unmasked Estep Score: -6703184.500000 Penalty: 1068.290405 Iteration 0F: 3 clusters Score -6703184 nChanged 61718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53393 members Mstep: Class 2 contains 72031 members Entering Unmasked Estep Score: -6743003.500000 Penalty: 1068.290405 Iteration 1F: 3 clusters Score -6743004 nChanged 7821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47722 members Mstep: Class 2 contains 77702 members Entering Unmasked Estep Score: -6747643.000000 Penalty: 1068.290405 Iteration 2F: 3 clusters Score -6747643 nChanged 9663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39855 members Mstep: Class 2 contains 85569 members Entering Unmasked Estep Score: -6755264.000000 Penalty: 1068.290405 Iteration 3F: 3 clusters Score -6755264 nChanged 10439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 94264 members Entering Unmasked Estep Score: -6764897.000000 Penalty: 1068.290405 Iteration 4F: 3 clusters Score -6764897 nChanged 9172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23524 members Mstep: Class 2 contains 101900 members Entering Unmasked Estep Score: -6773988.000000 Penalty: 1068.290405 Iteration 5F: 3 clusters Score -6773988 nChanged 6472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 107064 members Entering Unmasked Estep Score: -6780252.000000 Penalty: 1068.290405 Iteration 6F: 3 clusters Score -6780252 nChanged 4166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 110290 members Entering Unmasked Estep Score: -6783708.500000 Penalty: 1068.290405 Iteration 7Q: 3 clusters Score -6783708 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 112443 members Entering Unmasked Estep Score: -6785510.000000 Penalty: 1068.290405 Iteration 8Q: 3 clusters Score -6785510 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 114143 members Entering Unmasked Estep Score: -6786677.500000 Penalty: 1068.290405 Iteration 9Q: 3 clusters Score -6786678 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 115511 members Entering Unmasked Estep Score: -6787529.000000 Penalty: 1068.290405 Iteration 10Q: 3 clusters Score -6787529 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 116642 members Entering Unmasked Estep Score: -6788124.500000 Penalty: 1068.290405 Iteration 11Q: 3 clusters Score -6788124 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 117597 members Entering Unmasked Estep Score: -6788622.500000 Penalty: 1068.290405 Iteration 12Q: 3 clusters Score -6788622 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 118404 members Entering Unmasked Estep Score: -6789024.500000 Penalty: 1068.290405 Iteration 13Q: 3 clusters Score -6789024 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 119039 members Entering Unmasked Estep Score: -6789436.000000 Penalty: 1068.290405 Iteration 14Q: 3 clusters Score -6789436 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 119547 members Entering Unmasked Estep Score: -6789766.500000 Penalty: 1068.290405 Iteration 15Q: 3 clusters Score -6789766 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 119954 members Entering Unmasked Estep Score: -6790127.500000 Penalty: 1068.290405 Iteration 16Q: 3 clusters Score -6790128 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 120232 members Entering Unmasked Estep Score: -6790367.000000 Penalty: 1068.290405 Iteration 17Q: 3 clusters Score -6790367 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 120443 members Entering Unmasked Estep Score: -6790546.000000 Penalty: 1068.290405 Iteration 18Q: 3 clusters Score -6790546 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 120626 members Entering Unmasked Estep Score: -6790679.500000 Penalty: 1068.290405 Iteration 19Q: 3 clusters Score -6790680 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 120748 members Entering Unmasked Estep Score: -6790754.000000 Penalty: 1068.290405 Iteration 20F: 3 clusters Score -6790754 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 120827 members Entering Unmasked Estep Score: -6790804.000000 Penalty: 1068.290405 Iteration 21Q: 3 clusters Score -6790804 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 120898 members Entering Unmasked Estep Score: -6790817.000000 Penalty: 1068.290405 Iteration 22Q: 3 clusters Score -6790817 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 120955 members Entering Unmasked Estep Score: -6790850.000000 Penalty: 1068.290405 Iteration 23Q: 3 clusters Score -6790850 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 121004 members Entering Unmasked Estep Score: -6790852.000000 Penalty: 1068.290405 Iteration 24Q: 3 clusters Score -6790852 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 121042 members Entering Unmasked Estep Score: -6790866.500000 Penalty: 1068.290405 Iteration 25Q: 3 clusters Score -6790866 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 121075 members Entering Unmasked Estep Score: -6790876.500000 Penalty: 1068.290405 Iteration 26Q: 3 clusters Score -6790876 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 121113 members Entering Unmasked Estep Score: -6790874.500000 Penalty: 1068.290405 Iteration 27Q: 3 clusters Score -6790874 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 121152 members Entering Unmasked Estep Score: -6790877.500000 Penalty: 1068.290405 Iteration 28Q: 3 clusters Score -6790878 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 121179 members Entering Unmasked Estep Score: -6790872.000000 Penalty: 1068.290405 Iteration 29Q: 3 clusters Score -6790872 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 121202 members Entering Unmasked Estep Score: -6790874.000000 Penalty: 1068.290405 Iteration 30Q: 3 clusters Score -6790874 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 121226 members Entering Unmasked Estep Score: -6790883.000000 Penalty: 1068.290405 Iteration 31Q: 3 clusters Score -6790883 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 121255 members Entering Unmasked Estep Score: -6790885.500000 Penalty: 1068.290405 Iteration 32Q: 3 clusters Score -6790886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 121284 members Entering Unmasked Estep Score: -6790874.000000 Penalty: 1068.290405 Iteration 33Q: 3 clusters Score -6790874 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 121310 members Entering Unmasked Estep Score: -6790890.500000 Penalty: 1068.290405 Iteration 34Q: 3 clusters Score -6790890 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 121330 members Entering Unmasked Estep Score: -6790898.500000 Penalty: 1068.290405 Iteration 35Q: 3 clusters Score -6790898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 121345 members Entering Unmasked Estep Score: -6790896.500000 Penalty: 1068.290405 Iteration 36Q: 3 clusters Score -6790896 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 121365 members Entering Unmasked Estep Score: -6790905.500000 Penalty: 1068.290405 Iteration 37Q: 3 clusters Score -6790906 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 121384 members Entering Unmasked Estep Score: -6790909.500000 Penalty: 1068.290405 Iteration 38Q: 3 clusters Score -6790910 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 121405 members Entering Unmasked Estep Score: -6790908.500000 Penalty: 1068.290405 Iteration 39Q: 3 clusters Score -6790908 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 121426 members Entering Unmasked Estep Score: -6790909.000000 Penalty: 1068.290405 Iteration 40F: 3 clusters Score -6790909 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 121433 members Entering Unmasked Estep Score: -6790911.500000 Penalty: 1068.290405 Iteration 41Q: 3 clusters Score -6790912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 121439 members Entering Unmasked Estep Score: -6790919.000000 Penalty: 1068.290405 Iteration 42Q: 3 clusters Score -6790919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 121445 members Entering Unmasked Estep Score: -6790910.000000 Penalty: 1068.290405 Iteration 43Q: 3 clusters Score -6790910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 121451 members Entering Unmasked Estep Score: -6790911.000000 Penalty: 1068.290405 Iteration 44Q: 3 clusters Score -6790911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 121454 members Entering Unmasked Estep Score: -6790918.000000 Penalty: 1068.290405 Iteration 45Q: 3 clusters Score -6790918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 121457 members Entering Unmasked Estep Score: -6790913.500000 Penalty: 1068.290405 Iteration 46Q: 3 clusters Score -6790914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 121459 members Entering Unmasked Estep Score: -6790916.000000 Penalty: 1068.290405 Iteration 47Q: 3 clusters Score -6790916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 121461 members Entering Unmasked Estep Score: -6790913.000000 Penalty: 1068.290405 Iteration 48Q: 3 clusters Score -6790913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 121460 members Entering Unmasked Estep Score: -6790916.500000 Penalty: 1068.290405 Iteration 49Q: 3 clusters Score -6790916 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 121460 members Entering Unmasked Estep Score: -6790916.500000 Penalty: 1068.290405 Iteration 50F: 3 clusters Score -6790916 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 26692 members Mstep: Class 12 contains 27917 members Mstep: Class 13 contains 10245 members Mstep: Class 14 contains 69799 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Entering Unmasked Estep Score: -21364242.000000 Penalty: 11180.215820 Splitting cluster 10 changes total score from -21360482.000000 to -21364242.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 11 (26692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26692 members Entering Unmasked Estep Score: -1493296.875000 Penalty: 463.741455 Iteration 0F: 2 clusters Score -1493297 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -1475437.125000 Penalty: 927.482910 Iteration 0F: 3 clusters Score -1475437 nChanged 12799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 15776 members Entering Unmasked Estep Score: -1483623.875000 Penalty: 927.482910 Iteration 1F: 3 clusters Score -1483624 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 17190 members Entering Unmasked Estep Score: -1485000.125000 Penalty: 927.482910 Iteration 2F: 3 clusters Score -1485000 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 18781 members Entering Unmasked Estep Score: -1486935.625000 Penalty: 927.482910 Iteration 3F: 3 clusters Score -1486936 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -1489060.500000 Penalty: 927.482910 Iteration 4F: 3 clusters Score -1489060 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -1490591.000000 Penalty: 927.482910 Iteration 5F: 3 clusters Score -1490591 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 22686 members Entering Unmasked Estep Score: -1491561.375000 Penalty: 927.482910 Iteration 6Q: 3 clusters Score -1491561 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 23407 members Entering Unmasked Estep Score: -1492143.750000 Penalty: 927.482910 Iteration 7Q: 3 clusters Score -1492144 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -1492515.750000 Penalty: 927.482910 Iteration 8Q: 3 clusters Score -1492516 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -1492783.625000 Penalty: 927.482910 Iteration 9Q: 3 clusters Score -1492784 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -1492982.750000 Penalty: 927.482910 Iteration 10Q: 3 clusters Score -1492983 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 24793 members Entering Unmasked Estep Score: -1493105.000000 Penalty: 927.482910 Iteration 11Q: 3 clusters Score -1493105 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 24939 members Entering Unmasked Estep Score: -1493169.250000 Penalty: 927.482910 Iteration 12Q: 3 clusters Score -1493169 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 25043 members Entering Unmasked Estep Score: -1493216.875000 Penalty: 927.482910 Iteration 13Q: 3 clusters Score -1493217 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 25122 members Entering Unmasked Estep Score: -1493235.750000 Penalty: 927.482910 Iteration 14Q: 3 clusters Score -1493236 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 25196 members Entering Unmasked Estep Score: -1493254.875000 Penalty: 927.482910 Iteration 15Q: 3 clusters Score -1493255 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 25258 members Entering Unmasked Estep Score: -1493272.125000 Penalty: 927.482910 Iteration 16Q: 3 clusters Score -1493272 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 25311 members Entering Unmasked Estep Score: -1493288.750000 Penalty: 927.482910 Iteration 17Q: 3 clusters Score -1493289 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 25356 members Entering Unmasked Estep Score: -1493303.250000 Penalty: 927.482910 Iteration 18Q: 3 clusters Score -1493303 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 25400 members Entering Unmasked Estep Score: -1493311.000000 Penalty: 927.482910 Iteration 19Q: 3 clusters Score -1493311 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 25438 members Entering Unmasked Estep Score: -1493322.750000 Penalty: 927.482910 Iteration 20F: 3 clusters Score -1493323 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 25457 members Entering Unmasked Estep Score: -1493330.875000 Penalty: 927.482910 Iteration 21Q: 3 clusters Score -1493331 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 25475 members Entering Unmasked Estep Score: -1493336.125000 Penalty: 927.482910 Iteration 22Q: 3 clusters Score -1493336 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 25496 members Entering Unmasked Estep Score: -1493345.250000 Penalty: 927.482910 Iteration 23Q: 3 clusters Score -1493345 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 25501 members Entering Unmasked Estep Score: -1493348.750000 Penalty: 927.482910 Iteration 24Q: 3 clusters Score -1493349 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 25512 members Entering Unmasked Estep Score: -1493352.375000 Penalty: 927.482910 Iteration 25Q: 3 clusters Score -1493352 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 25518 members Entering Unmasked Estep Score: -1493352.375000 Penalty: 927.482910 Iteration 26Q: 3 clusters Score -1493352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 25522 members Entering Unmasked Estep Score: -1493357.375000 Penalty: 927.482910 Iteration 27Q: 3 clusters Score -1493357 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -1493358.375000 Penalty: 927.482910 Iteration 28Q: 3 clusters Score -1493358 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 25539 members Entering Unmasked Estep Score: -1493359.875000 Penalty: 927.482910 Iteration 29Q: 3 clusters Score -1493360 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 25546 members Entering Unmasked Estep Score: -1493360.375000 Penalty: 927.482910 Iteration 30Q: 3 clusters Score -1493360 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 25548 members Entering Unmasked Estep Score: -1493361.500000 Penalty: 927.482910 Iteration 31Q: 3 clusters Score -1493362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1493362.125000 Penalty: 927.482910 Iteration 32Q: 3 clusters Score -1493362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -1493361.750000 Penalty: 927.482910 Iteration 33Q: 3 clusters Score -1493362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 25554 members Entering Unmasked Estep Score: -1493364.000000 Penalty: 927.482910 Iteration 34Q: 3 clusters Score -1493364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 25556 members Entering Unmasked Estep Score: -1493363.250000 Penalty: 927.482910 Iteration 35Q: 3 clusters Score -1493363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 25556 members Entering Unmasked Estep Score: -1493363.250000 Penalty: 927.482910 Iteration 36F: 3 clusters Score -1493363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 27917 members Mstep: Class 13 contains 10245 members Mstep: Class 14 contains 69799 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Entering Unmasked Estep Score: -21364118.000000 Penalty: 11768.647461 Splitting cluster 11 changes total score from -21360482.000000 to -21364118.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 12 (27917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27917 members Entering Unmasked Estep Score: -1429474.750000 Penalty: 465.783081 Iteration 0F: 2 clusters Score -1429475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 13930 members Entering Unmasked Estep Score: -1410890.750000 Penalty: 931.566162 Iteration 0F: 3 clusters Score -1410891 nChanged 13363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -1420276.500000 Penalty: 931.566162 Iteration 1F: 3 clusters Score -1420276 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16315 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1422387.875000 Penalty: 931.566162 Iteration 2F: 3 clusters Score -1422388 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17596 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -1424698.500000 Penalty: 931.566162 Iteration 3F: 3 clusters Score -1424698 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18642 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -1426423.125000 Penalty: 931.566162 Iteration 4F: 3 clusters Score -1426423 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19328 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1427494.875000 Penalty: 931.566162 Iteration 5F: 3 clusters Score -1427495 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -1428327.125000 Penalty: 931.566162 Iteration 6Q: 3 clusters Score -1428327 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20355 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -1428954.625000 Penalty: 931.566162 Iteration 7Q: 3 clusters Score -1428955 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20747 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1429293.125000 Penalty: 931.566162 Iteration 8Q: 3 clusters Score -1429293 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21038 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1429466.125000 Penalty: 931.566162 Iteration 9Q: 3 clusters Score -1429466 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21274 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1429575.250000 Penalty: 931.566162 Iteration 10Q: 3 clusters Score -1429575 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1429635.375000 Penalty: 931.566162 Iteration 11Q: 3 clusters Score -1429635 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1429690.125000 Penalty: 931.566162 Iteration 12Q: 3 clusters Score -1429690 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -1429732.375000 Penalty: 931.566162 Iteration 13Q: 3 clusters Score -1429732 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1429760.375000 Penalty: 931.566162 Iteration 14Q: 3 clusters Score -1429760 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1429777.875000 Penalty: 931.566162 Iteration 15Q: 3 clusters Score -1429778 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1429793.375000 Penalty: 931.566162 Iteration 16Q: 3 clusters Score -1429793 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22322 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1429805.250000 Penalty: 931.566162 Iteration 17Q: 3 clusters Score -1429805 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22436 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1429829.250000 Penalty: 931.566162 Iteration 18Q: 3 clusters Score -1429829 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1429829.750000 Penalty: 931.566162 Iteration 19Q: 3 clusters Score -1429830 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -1429840.875000 Penalty: 931.566162 Iteration 20F: 3 clusters Score -1429841 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22682 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1429848.625000 Penalty: 931.566162 Iteration 21Q: 3 clusters Score -1429849 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -1429853.750000 Penalty: 931.566162 Iteration 22Q: 3 clusters Score -1429854 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1429862.375000 Penalty: 931.566162 Iteration 23Q: 3 clusters Score -1429862 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22893 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -1429868.250000 Penalty: 931.566162 Iteration 24Q: 3 clusters Score -1429868 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22951 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1429878.000000 Penalty: 931.566162 Iteration 25Q: 3 clusters Score -1429878 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23003 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -1429880.875000 Penalty: 931.566162 Iteration 26Q: 3 clusters Score -1429881 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23050 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1429884.875000 Penalty: 931.566162 Iteration 27Q: 3 clusters Score -1429885 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1429889.000000 Penalty: 931.566162 Iteration 28Q: 3 clusters Score -1429889 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1429892.250000 Penalty: 931.566162 Iteration 29Q: 3 clusters Score -1429892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23183 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1429892.625000 Penalty: 931.566162 Iteration 30Q: 3 clusters Score -1429893 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23219 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1429894.500000 Penalty: 931.566162 Iteration 31Q: 3 clusters Score -1429894 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23254 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1429897.750000 Penalty: 931.566162 Iteration 32Q: 3 clusters Score -1429898 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23291 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -1429899.375000 Penalty: 931.566162 Iteration 33Q: 3 clusters Score -1429899 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1429901.250000 Penalty: 931.566162 Iteration 34Q: 3 clusters Score -1429901 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23343 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1429905.125000 Penalty: 931.566162 Iteration 35Q: 3 clusters Score -1429905 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23372 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1429907.375000 Penalty: 931.566162 Iteration 36Q: 3 clusters Score -1429907 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23402 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1429905.875000 Penalty: 931.566162 Iteration 37Q: 3 clusters Score -1429906 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23426 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1429909.000000 Penalty: 931.566162 Iteration 38Q: 3 clusters Score -1429909 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23444 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1429907.000000 Penalty: 931.566162 Iteration 39Q: 3 clusters Score -1429907 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23468 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1429909.750000 Penalty: 931.566162 Iteration 40F: 3 clusters Score -1429910 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1429915.500000 Penalty: 931.566162 Iteration 41Q: 3 clusters Score -1429916 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1429914.500000 Penalty: 931.566162 Iteration 42Q: 3 clusters Score -1429914 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1429919.250000 Penalty: 931.566162 Iteration 43Q: 3 clusters Score -1429919 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1429918.750000 Penalty: 931.566162 Iteration 44Q: 3 clusters Score -1429919 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1429918.125000 Penalty: 931.566162 Iteration 45Q: 3 clusters Score -1429918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1429919.250000 Penalty: 931.566162 Iteration 46Q: 3 clusters Score -1429919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23561 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1429918.500000 Penalty: 931.566162 Iteration 47Q: 3 clusters Score -1429918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23567 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1429917.500000 Penalty: 931.566162 Iteration 48Q: 3 clusters Score -1429918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23572 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1429919.750000 Penalty: 931.566162 Iteration 49Q: 3 clusters Score -1429920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1429920.500000 Penalty: 931.566162 Iteration 50Q: 3 clusters Score -1429920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23583 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1429919.625000 Penalty: 931.566162 Iteration 51Q: 3 clusters Score -1429920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23589 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1429921.500000 Penalty: 931.566162 Iteration 52Q: 3 clusters Score -1429922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1429921.375000 Penalty: 931.566162 Iteration 53Q: 3 clusters Score -1429921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1429923.125000 Penalty: 931.566162 Iteration 54Q: 3 clusters Score -1429923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1429924.125000 Penalty: 931.566162 Iteration 55Q: 3 clusters Score -1429924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23607 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1429925.750000 Penalty: 931.566162 Iteration 56Q: 3 clusters Score -1429926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1429924.250000 Penalty: 931.566162 Iteration 57Q: 3 clusters Score -1429924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23623 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1429920.125000 Penalty: 931.566162 Iteration 58Q: 3 clusters Score -1429920 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1429920.875000 Penalty: 931.566162 Iteration 59Q: 3 clusters Score -1429921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1429922.500000 Penalty: 931.566162 Iteration 60F: 3 clusters Score -1429922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23646 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1429923.125000 Penalty: 931.566162 Iteration 61Q: 3 clusters Score -1429923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23654 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1429922.625000 Penalty: 931.566162 Iteration 62Q: 3 clusters Score -1429923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1429923.750000 Penalty: 931.566162 Iteration 63Q: 3 clusters Score -1429924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23663 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1429921.875000 Penalty: 931.566162 Iteration 64Q: 3 clusters Score -1429922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23664 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1429922.250000 Penalty: 931.566162 Iteration 65Q: 3 clusters Score -1429922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23665 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1429922.125000 Penalty: 931.566162 Iteration 66Q: 3 clusters Score -1429922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23665 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1429922.125000 Penalty: 931.566162 Iteration 67F: 3 clusters Score -1429922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 10245 members Mstep: Class 14 contains 69799 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 4252 members Entering Unmasked Estep Score: -21364474.000000 Penalty: 12357.080078 Splitting cluster 12 changes total score from -21360482.000000 to -21364474.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 13 (10245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Entering Unmasked Estep Score: -496986.656250 Penalty: 420.171783 Iteration 0F: 2 clusters Score -496986.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -490217.093750 Penalty: 840.343567 Iteration 0F: 3 clusters Score -490217.1 nChanged 4795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -493784.468750 Penalty: 840.343567 Iteration 1F: 3 clusters Score -493784.5 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -495198.312500 Penalty: 840.343567 Iteration 2F: 3 clusters Score -495198.3 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -497221.937500 Penalty: 840.343567 Iteration 3F: 3 clusters Score -497221.9 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -497939.500000 Penalty: 840.343567 Iteration 4F: 3 clusters Score -497939.5 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -498155.625000 Penalty: 840.343567 Iteration 5Q: 3 clusters Score -498155.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -498253.656250 Penalty: 840.343567 Iteration 6Q: 3 clusters Score -498253.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -498318.968750 Penalty: 840.343567 Iteration 7Q: 3 clusters Score -498319 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -498381.062500 Penalty: 840.343567 Iteration 8Q: 3 clusters Score -498381.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -498453.937500 Penalty: 840.343567 Iteration 9Q: 3 clusters Score -498453.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -498538.968750 Penalty: 840.343567 Iteration 10Q: 3 clusters Score -498539 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -498645.468750 Penalty: 840.343567 Iteration 11Q: 3 clusters Score -498645.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -498765.656250 Penalty: 840.343567 Iteration 12Q: 3 clusters Score -498765.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -498872.531250 Penalty: 840.343567 Iteration 13Q: 3 clusters Score -498872.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -498977.531250 Penalty: 840.343567 Iteration 14Q: 3 clusters Score -498977.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -499068.750000 Penalty: 840.343567 Iteration 15Q: 3 clusters Score -499068.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -499145.375000 Penalty: 840.343567 Iteration 16Q: 3 clusters Score -499145.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -499194.531250 Penalty: 840.343567 Iteration 17Q: 3 clusters Score -499194.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -499230.093750 Penalty: 840.343567 Iteration 18Q: 3 clusters Score -499230.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -499252.812500 Penalty: 840.343567 Iteration 19Q: 3 clusters Score -499252.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -499275.281250 Penalty: 840.343567 Iteration 20F: 3 clusters Score -499275.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -499294.375000 Penalty: 840.343567 Iteration 21Q: 3 clusters Score -499294.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -499303.031250 Penalty: 840.343567 Iteration 22Q: 3 clusters Score -499303 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -499312.062500 Penalty: 840.343567 Iteration 23Q: 3 clusters Score -499312.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -499319.937500 Penalty: 840.343567 Iteration 24Q: 3 clusters Score -499319.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -499324.875000 Penalty: 840.343567 Iteration 25Q: 3 clusters Score -499324.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -499327.375000 Penalty: 840.343567 Iteration 26Q: 3 clusters Score -499327.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -499327.812500 Penalty: 840.343567 Iteration 27Q: 3 clusters Score -499327.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -499329.843750 Penalty: 840.343567 Iteration 28Q: 3 clusters Score -499329.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -499329.750000 Penalty: 840.343567 Iteration 29Q: 3 clusters Score -499329.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -499331.687500 Penalty: 840.343567 Iteration 30Q: 3 clusters Score -499331.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -499332.531250 Penalty: 840.343567 Iteration 31Q: 3 clusters Score -499332.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -499333.156250 Penalty: 840.343567 Iteration 32Q: 3 clusters Score -499333.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -499332.843750 Penalty: 840.343567 Iteration 33Q: 3 clusters Score -499332.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -499332.906250 Penalty: 840.343567 Iteration 34Q: 3 clusters Score -499332.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -499333.687500 Penalty: 840.343567 Iteration 35Q: 3 clusters Score -499333.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -499335.031250 Penalty: 840.343567 Iteration 36Q: 3 clusters Score -499335 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -499336.125000 Penalty: 840.343567 Iteration 37Q: 3 clusters Score -499336.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -499337.468750 Penalty: 840.343567 Iteration 38Q: 3 clusters Score -499337.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -499337.125000 Penalty: 840.343567 Iteration 39Q: 3 clusters Score -499337.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -499338.062500 Penalty: 840.343567 Iteration 40F: 3 clusters Score -499338.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -499338.875000 Penalty: 840.343567 Iteration 41Q: 3 clusters Score -499338.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -499339.812500 Penalty: 840.343567 Iteration 42Q: 3 clusters Score -499339.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -499339.812500 Penalty: 840.343567 Iteration 43F: 3 clusters Score -499339.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 69799 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 4252 members Mstep: Class 22 contains 3977 members Entering Unmasked Estep Score: -21366688.000000 Penalty: 12945.512695 Splitting cluster 13 changes total score from -21360482.000000 to -21366688.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 14 (69799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69799 members Entering Unmasked Estep Score: -3810768.250000 Penalty: 507.478546 Iteration 0F: 2 clusters Score -3810768 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34925 members Mstep: Class 2 contains 34874 members Entering Unmasked Estep Score: -3763793.250000 Penalty: 1014.957092 Iteration 0F: 3 clusters Score -3763793 nChanged 33984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36057 members Mstep: Class 2 contains 33742 members Entering Unmasked Estep Score: -3786811.000000 Penalty: 1014.957092 Iteration 1F: 3 clusters Score -3786811 nChanged 3890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36381 members Mstep: Class 2 contains 33418 members Entering Unmasked Estep Score: -3789037.000000 Penalty: 1014.957092 Iteration 2F: 3 clusters Score -3789037 nChanged 4095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36384 members Mstep: Class 2 contains 33415 members Entering Unmasked Estep Score: -3791367.250000 Penalty: 1014.957092 Iteration 3F: 3 clusters Score -3791367 nChanged 4018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35978 members Mstep: Class 2 contains 33821 members Entering Unmasked Estep Score: -3793723.750000 Penalty: 1014.957092 Iteration 4F: 3 clusters Score -3793724 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35172 members Mstep: Class 2 contains 34627 members Entering Unmasked Estep Score: -3796030.000000 Penalty: 1014.957092 Iteration 5F: 3 clusters Score -3796030 nChanged 3573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34165 members Mstep: Class 2 contains 35634 members Entering Unmasked Estep Score: -3797917.500000 Penalty: 1014.957092 Iteration 6F: 3 clusters Score -3797918 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33105 members Mstep: Class 2 contains 36694 members Entering Unmasked Estep Score: -3799103.500000 Penalty: 1014.957092 Iteration 7Q: 3 clusters Score -3799104 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32051 members Mstep: Class 2 contains 37748 members Entering Unmasked Estep Score: -3799811.250000 Penalty: 1014.957092 Iteration 8Q: 3 clusters Score -3799811 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30956 members Mstep: Class 2 contains 38843 members Entering Unmasked Estep Score: -3800350.250000 Penalty: 1014.957092 Iteration 9Q: 3 clusters Score -3800350 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29822 members Mstep: Class 2 contains 39977 members Entering Unmasked Estep Score: -3800882.250000 Penalty: 1014.957092 Iteration 10Q: 3 clusters Score -3800882 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28618 members Mstep: Class 2 contains 41181 members Entering Unmasked Estep Score: -3801525.000000 Penalty: 1014.957092 Iteration 11Q: 3 clusters Score -3801525 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27325 members Mstep: Class 2 contains 42474 members Entering Unmasked Estep Score: -3802265.000000 Penalty: 1014.957092 Iteration 12Q: 3 clusters Score -3802265 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26046 members Mstep: Class 2 contains 43753 members Entering Unmasked Estep Score: -3802998.000000 Penalty: 1014.957092 Iteration 13Q: 3 clusters Score -3802998 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24745 members Mstep: Class 2 contains 45054 members Entering Unmasked Estep Score: -3803707.250000 Penalty: 1014.957092 Iteration 14Q: 3 clusters Score -3803707 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23452 members Mstep: Class 2 contains 46347 members Entering Unmasked Estep Score: -3804368.250000 Penalty: 1014.957092 Iteration 15Q: 3 clusters Score -3804368 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 47567 members Entering Unmasked Estep Score: -3804896.750000 Penalty: 1014.957092 Iteration 16Q: 3 clusters Score -3804897 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 48722 members Entering Unmasked Estep Score: -3805383.750000 Penalty: 1014.957092 Iteration 17Q: 3 clusters Score -3805384 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 49835 members Entering Unmasked Estep Score: -3805834.000000 Penalty: 1014.957092 Iteration 18Q: 3 clusters Score -3805834 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18854 members Mstep: Class 2 contains 50945 members Entering Unmasked Estep Score: -3806262.750000 Penalty: 1014.957092 Iteration 19Q: 3 clusters Score -3806263 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17808 members Mstep: Class 2 contains 51991 members Entering Unmasked Estep Score: -3806606.500000 Penalty: 1014.957092 Iteration 20F: 3 clusters Score -3806606 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 53006 members Entering Unmasked Estep Score: -3806962.250000 Penalty: 1014.957092 Iteration 21Q: 3 clusters Score -3806962 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15803 members Mstep: Class 2 contains 53996 members Entering Unmasked Estep Score: -3807268.250000 Penalty: 1014.957092 Iteration 22Q: 3 clusters Score -3807268 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 54975 members Entering Unmasked Estep Score: -3807609.500000 Penalty: 1014.957092 Iteration 23Q: 3 clusters Score -3807610 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 55967 members Entering Unmasked Estep Score: -3807926.500000 Penalty: 1014.957092 Iteration 24Q: 3 clusters Score -3807926 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 56857 members Entering Unmasked Estep Score: -3808175.500000 Penalty: 1014.957092 Iteration 25Q: 3 clusters Score -3808176 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 57720 members Entering Unmasked Estep Score: -3808453.000000 Penalty: 1014.957092 Iteration 26Q: 3 clusters Score -3808453 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 58555 members Entering Unmasked Estep Score: -3808693.500000 Penalty: 1014.957092 Iteration 27Q: 3 clusters Score -3808694 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 59355 members Entering Unmasked Estep Score: -3808947.250000 Penalty: 1014.957092 Iteration 28Q: 3 clusters Score -3808947 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 60120 members Entering Unmasked Estep Score: -3809189.500000 Penalty: 1014.957092 Iteration 29Q: 3 clusters Score -3809190 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 60827 members Entering Unmasked Estep Score: -3809382.500000 Penalty: 1014.957092 Iteration 30Q: 3 clusters Score -3809382 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 61493 members Entering Unmasked Estep Score: -3809584.750000 Penalty: 1014.957092 Iteration 31Q: 3 clusters Score -3809585 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 62089 members Entering Unmasked Estep Score: -3809758.000000 Penalty: 1014.957092 Iteration 32Q: 3 clusters Score -3809758 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 62642 members Entering Unmasked Estep Score: -3809922.500000 Penalty: 1014.957092 Iteration 33Q: 3 clusters Score -3809922 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 63187 members Entering Unmasked Estep Score: -3810108.750000 Penalty: 1014.957092 Iteration 34Q: 3 clusters Score -3810109 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 63677 members Entering Unmasked Estep Score: -3810251.500000 Penalty: 1014.957092 Iteration 35Q: 3 clusters Score -3810252 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 64178 members Entering Unmasked Estep Score: -3810430.750000 Penalty: 1014.957092 Iteration 36Q: 3 clusters Score -3810431 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 64665 members Entering Unmasked Estep Score: -3810592.000000 Penalty: 1014.957092 Iteration 37Q: 3 clusters Score -3810592 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 65116 members Entering Unmasked Estep Score: -3810769.250000 Penalty: 1014.957092 Iteration 38Q: 3 clusters Score -3810769 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 65494 members Entering Unmasked Estep Score: -3810934.000000 Penalty: 1014.957092 Iteration 39Q: 3 clusters Score -3810934 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 65861 members Entering Unmasked Estep Score: -3811066.750000 Penalty: 1014.957092 Iteration 40F: 3 clusters Score -3811067 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 66176 members Entering Unmasked Estep Score: -3811219.750000 Penalty: 1014.957092 Iteration 41Q: 3 clusters Score -3811220 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 66452 members Entering Unmasked Estep Score: -3811340.750000 Penalty: 1014.957092 Iteration 42Q: 3 clusters Score -3811341 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 66692 members Entering Unmasked Estep Score: -3811474.250000 Penalty: 1014.957092 Iteration 43Q: 3 clusters Score -3811474 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 66909 members Entering Unmasked Estep Score: -3811582.500000 Penalty: 1014.957092 Iteration 44Q: 3 clusters Score -3811582 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 67082 members Entering Unmasked Estep Score: -3811666.250000 Penalty: 1014.957092 Iteration 45Q: 3 clusters Score -3811666 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 67244 members Entering Unmasked Estep Score: -3811766.000000 Penalty: 1014.957092 Iteration 46Q: 3 clusters Score -3811766 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 67364 members Entering Unmasked Estep Score: -3811838.000000 Penalty: 1014.957092 Iteration 47Q: 3 clusters Score -3811838 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 67462 members Entering Unmasked Estep Score: -3811884.750000 Penalty: 1014.957092 Iteration 48Q: 3 clusters Score -3811885 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 67553 members Entering Unmasked Estep Score: -3811910.000000 Penalty: 1014.957092 Iteration 49Q: 3 clusters Score -3811910 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 67636 members Entering Unmasked Estep Score: -3811935.000000 Penalty: 1014.957092 Iteration 50Q: 3 clusters Score -3811935 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 67694 members Entering Unmasked Estep Score: -3811958.750000 Penalty: 1014.957092 Iteration 51Q: 3 clusters Score -3811959 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 67752 members Entering Unmasked Estep Score: -3811971.750000 Penalty: 1014.957092 Iteration 52Q: 3 clusters Score -3811972 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 67796 members Entering Unmasked Estep Score: -3811975.500000 Penalty: 1014.957092 Iteration 53Q: 3 clusters Score -3811976 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 67819 members Entering Unmasked Estep Score: -3811985.000000 Penalty: 1014.957092 Iteration 54Q: 3 clusters Score -3811985 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 67838 members Entering Unmasked Estep Score: -3811992.750000 Penalty: 1014.957092 Iteration 55Q: 3 clusters Score -3811993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 67856 members Entering Unmasked Estep Score: -3811997.500000 Penalty: 1014.957092 Iteration 56Q: 3 clusters Score -3811998 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 67881 members Entering Unmasked Estep Score: -3811997.250000 Penalty: 1014.957092 Iteration 57Q: 3 clusters Score -3811997 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 67906 members Entering Unmasked Estep Score: -3812002.250000 Penalty: 1014.957092 Iteration 58Q: 3 clusters Score -3812002 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 67921 members Entering Unmasked Estep Score: -3812006.250000 Penalty: 1014.957092 Iteration 59Q: 3 clusters Score -3812006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 67937 members Entering Unmasked Estep Score: -3812007.250000 Penalty: 1014.957092 Iteration 60F: 3 clusters Score -3812007 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 67948 members Entering Unmasked Estep Score: -3812010.250000 Penalty: 1014.957092 Iteration 61Q: 3 clusters Score -3812010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 67961 members Entering Unmasked Estep Score: -3812005.500000 Penalty: 1014.957092 Iteration 62Q: 3 clusters Score -3812006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 67970 members Entering Unmasked Estep Score: -3812013.250000 Penalty: 1014.957092 Iteration 63Q: 3 clusters Score -3812013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 67976 members Entering Unmasked Estep Score: -3812013.500000 Penalty: 1014.957092 Iteration 64Q: 3 clusters Score -3812014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 67979 members Entering Unmasked Estep Score: -3812017.750000 Penalty: 1014.957092 Iteration 65Q: 3 clusters Score -3812018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 67981 members Entering Unmasked Estep Score: -3812015.000000 Penalty: 1014.957092 Iteration 66Q: 3 clusters Score -3812015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 67985 members Entering Unmasked Estep Score: -3812015.750000 Penalty: 1014.957092 Iteration 67Q: 3 clusters Score -3812016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 67988 members Entering Unmasked Estep Score: -3812020.000000 Penalty: 1014.957092 Iteration 68Q: 3 clusters Score -3812020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 67988 members Entering Unmasked Estep Score: -3812020.000000 Penalty: 1014.957092 Iteration 69F: 3 clusters Score -3812020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 1811 members Mstep: Class 15 contains 1637 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 4252 members Mstep: Class 22 contains 3977 members Mstep: Class 23 contains 67988 members Entering Unmasked Estep Score: -21367876.000000 Penalty: 13533.945312 Splitting cluster 14 changes total score from -21360482.000000 to -21367876.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 15 (1637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Entering Unmasked Estep Score: -76261.765625 Penalty: 336.728241 Iteration 0F: 2 clusters Score -76261.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -75065.054688 Penalty: 673.456482 Iteration 0F: 3 clusters Score -75065.05 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -75668.968750 Penalty: 673.456482 Iteration 1F: 3 clusters Score -75668.97 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -75923.335938 Penalty: 673.456482 Iteration 2F: 3 clusters Score -75923.34 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -76103.039062 Penalty: 673.456482 Iteration 3F: 3 clusters Score -76103.04 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -76262.750000 Penalty: 673.456482 Iteration 4F: 3 clusters Score -76262.75 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -76445.273438 Penalty: 673.456482 Iteration 5F: 3 clusters Score -76445.27 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -76641.476562 Penalty: 673.456482 Iteration 6F: 3 clusters Score -76641.48 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -76818.335938 Penalty: 673.456482 Iteration 7F: 3 clusters Score -76818.34 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -76939.781250 Penalty: 673.456482 Iteration 8F: 3 clusters Score -76939.78 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -77038.390625 Penalty: 673.456482 Iteration 9Q: 3 clusters Score -77038.39 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -77116.250000 Penalty: 673.456482 Iteration 10Q: 3 clusters Score -77116.25 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -77143.382812 Penalty: 673.456482 Iteration 11Q: 3 clusters Score -77143.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -77152.750000 Penalty: 673.456482 Iteration 12Q: 3 clusters Score -77152.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -77159.835938 Penalty: 673.456482 Iteration 13Q: 3 clusters Score -77159.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -77168.656250 Penalty: 673.456482 Iteration 14Q: 3 clusters Score -77168.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -77177.000000 Penalty: 673.456482 Iteration 15Q: 3 clusters Score -77177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -77178.570312 Penalty: 673.456482 Iteration 16Q: 3 clusters Score -77178.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -77179.851562 Penalty: 673.456482 Iteration 17Q: 3 clusters Score -77179.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -77180.882812 Penalty: 673.456482 Iteration 18Q: 3 clusters Score -77180.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -77182.406250 Penalty: 673.456482 Iteration 19Q: 3 clusters Score -77182.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -77182.648438 Penalty: 673.456482 Iteration 20F: 3 clusters Score -77182.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -77182.820312 Penalty: 673.456482 Iteration 21Q: 3 clusters Score -77182.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -77183.039062 Penalty: 673.456482 Iteration 22Q: 3 clusters Score -77183.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -77183.242188 Penalty: 673.456482 Iteration 23Q: 3 clusters Score -77183.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -77183.242188 Penalty: 673.456482 Iteration 24F: 3 clusters Score -77183.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 1811 members Mstep: Class 15 contains 1206 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1782 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 4252 members Mstep: Class 22 contains 3977 members Mstep: Class 23 contains 67988 members Mstep: Class 24 contains 431 members Entering Unmasked Estep Score: -21368558.000000 Penalty: 14122.376953 Splitting cluster 15 changes total score from -21360482.000000 to -21368558.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 16 (6458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Entering Unmasked Estep Score: -337223.250000 Penalty: 399.174927 Iteration 0F: 2 clusters Score -337223.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -332940.187500 Penalty: 798.349854 Iteration 0F: 3 clusters Score -332940.2 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -334936.968750 Penalty: 798.349854 Iteration 1F: 3 clusters Score -334937 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -335392.062500 Penalty: 798.349854 Iteration 2F: 3 clusters Score -335392.1 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -335799.000000 Penalty: 798.349854 Iteration 3F: 3 clusters Score -335799 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -336116.500000 Penalty: 798.349854 Iteration 4F: 3 clusters Score -336116.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -336342.375000 Penalty: 798.349854 Iteration 5Q: 3 clusters Score -336342.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -336485.281250 Penalty: 798.349854 Iteration 6Q: 3 clusters Score -336485.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -336578.593750 Penalty: 798.349854 Iteration 7Q: 3 clusters Score -336578.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -336656.718750 Penalty: 798.349854 Iteration 8Q: 3 clusters Score -336656.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -336715.531250 Penalty: 798.349854 Iteration 9Q: 3 clusters Score -336715.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -336758.593750 Penalty: 798.349854 Iteration 10Q: 3 clusters Score -336758.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -336792.156250 Penalty: 798.349854 Iteration 11Q: 3 clusters Score -336792.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -336812.531250 Penalty: 798.349854 Iteration 12Q: 3 clusters Score -336812.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -336825.125000 Penalty: 798.349854 Iteration 13Q: 3 clusters Score -336825.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -336838.031250 Penalty: 798.349854 Iteration 14Q: 3 clusters Score -336838 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -336850.343750 Penalty: 798.349854 Iteration 15Q: 3 clusters Score -336850.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -336856.156250 Penalty: 798.349854 Iteration 16Q: 3 clusters Score -336856.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -336858.843750 Penalty: 798.349854 Iteration 17Q: 3 clusters Score -336858.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -336859.937500 Penalty: 798.349854 Iteration 18Q: 3 clusters Score -336859.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -336863.500000 Penalty: 798.349854 Iteration 19Q: 3 clusters Score -336863.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -336866.343750 Penalty: 798.349854 Iteration 20F: 3 clusters Score -336866.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -336879.093750 Penalty: 798.349854 Iteration 21Q: 3 clusters Score -336879.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -336889.812500 Penalty: 798.349854 Iteration 22Q: 3 clusters Score -336889.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -336895.843750 Penalty: 798.349854 Iteration 23Q: 3 clusters Score -336895.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -336898.312500 Penalty: 798.349854 Iteration 24Q: 3 clusters Score -336898.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -336898.343750 Penalty: 798.349854 Iteration 25Q: 3 clusters Score -336898.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -336898.750000 Penalty: 798.349854 Iteration 26Q: 3 clusters Score -336898.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -336902.281250 Penalty: 798.349854 Iteration 27Q: 3 clusters Score -336902.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -336903.062500 Penalty: 798.349854 Iteration 28Q: 3 clusters Score -336903.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -336903.062500 Penalty: 798.349854 Iteration 29F: 3 clusters Score -336903.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (27775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27775 members Entering Unmasked Estep Score: -1460869.500000 Penalty: 465.551056 Iteration 0F: 2 clusters Score -1460870 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -1442356.000000 Penalty: 931.102112 Iteration 0F: 3 clusters Score -1442356 nChanged 13251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -1450452.625000 Penalty: 931.102112 Iteration 1F: 3 clusters Score -1450453 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -1450890.875000 Penalty: 931.102112 Iteration 2Q: 3 clusters Score -1450891 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -1451422.500000 Penalty: 931.102112 Iteration 3Q: 3 clusters Score -1451422 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14625 members Mstep: Class 2 contains 13150 members Entering Unmasked Estep Score: -1452129.750000 Penalty: 931.102112 Iteration 4Q: 3 clusters Score -1452130 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15109 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -1453059.500000 Penalty: 931.102112 Iteration 5F: 3 clusters Score -1453060 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1454232.750000 Penalty: 931.102112 Iteration 6F: 3 clusters Score -1454233 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -1455311.625000 Penalty: 931.102112 Iteration 7F: 3 clusters Score -1455312 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16866 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -1455954.500000 Penalty: 931.102112 Iteration 8Q: 3 clusters Score -1455954 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -1456258.500000 Penalty: 931.102112 Iteration 9Q: 3 clusters Score -1456258 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -1456430.875000 Penalty: 931.102112 Iteration 10Q: 3 clusters Score -1456431 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18099 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -1456582.625000 Penalty: 931.102112 Iteration 11Q: 3 clusters Score -1456583 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -1456722.000000 Penalty: 931.102112 Iteration 12Q: 3 clusters Score -1456722 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -1456850.375000 Penalty: 931.102112 Iteration 13Q: 3 clusters Score -1456850 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1456961.750000 Penalty: 931.102112 Iteration 14Q: 3 clusters Score -1456962 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19823 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -1457085.000000 Penalty: 931.102112 Iteration 15Q: 3 clusters Score -1457085 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1457193.250000 Penalty: 931.102112 Iteration 16Q: 3 clusters Score -1457193 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20717 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -1457342.625000 Penalty: 931.102112 Iteration 17Q: 3 clusters Score -1457343 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21206 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -1457498.500000 Penalty: 931.102112 Iteration 18Q: 3 clusters Score -1457498 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1457677.250000 Penalty: 931.102112 Iteration 19Q: 3 clusters Score -1457677 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1457856.250000 Penalty: 931.102112 Iteration 20F: 3 clusters Score -1457856 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1458021.625000 Penalty: 931.102112 Iteration 21Q: 3 clusters Score -1458022 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23175 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1458225.125000 Penalty: 931.102112 Iteration 22Q: 3 clusters Score -1458225 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1458435.375000 Penalty: 931.102112 Iteration 23Q: 3 clusters Score -1458435 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24177 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1458661.750000 Penalty: 931.102112 Iteration 24Q: 3 clusters Score -1458662 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24627 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -1458865.125000 Penalty: 931.102112 Iteration 25Q: 3 clusters Score -1458865 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25084 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1459095.125000 Penalty: 931.102112 Iteration 26Q: 3 clusters Score -1459095 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25523 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1459359.250000 Penalty: 931.102112 Iteration 27Q: 3 clusters Score -1459359 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25942 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1459591.250000 Penalty: 931.102112 Iteration 28Q: 3 clusters Score -1459591 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26291 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1459788.875000 Penalty: 931.102112 Iteration 29Q: 3 clusters Score -1459789 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26550 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1459929.375000 Penalty: 931.102112 Iteration 30Q: 3 clusters Score -1459929 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26772 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1460049.875000 Penalty: 931.102112 Iteration 31Q: 3 clusters Score -1460050 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26961 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1460147.250000 Penalty: 931.102112 Iteration 32Q: 3 clusters Score -1460147 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27100 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1460232.500000 Penalty: 931.102112 Iteration 33Q: 3 clusters Score -1460232 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27217 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1460326.375000 Penalty: 931.102112 Iteration 34Q: 3 clusters Score -1460326 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27294 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1460388.500000 Penalty: 931.102112 Iteration 35Q: 3 clusters Score -1460388 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27338 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1460427.125000 Penalty: 931.102112 Iteration 36Q: 3 clusters Score -1460427 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27369 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1460452.375000 Penalty: 931.102112 Iteration 37Q: 3 clusters Score -1460452 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1460468.625000 Penalty: 931.102112 Iteration 38Q: 3 clusters Score -1460469 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27419 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1460480.125000 Penalty: 931.102112 Iteration 39Q: 3 clusters Score -1460480 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27437 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1460491.125000 Penalty: 931.102112 Iteration 40F: 3 clusters Score -1460491 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27450 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1460494.750000 Penalty: 931.102112 Iteration 41Q: 3 clusters Score -1460495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27453 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1460498.250000 Penalty: 931.102112 Iteration 42Q: 3 clusters Score -1460498 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27458 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1460502.750000 Penalty: 931.102112 Iteration 43Q: 3 clusters Score -1460503 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27463 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1460504.000000 Penalty: 931.102112 Iteration 44Q: 3 clusters Score -1460504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27467 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1460503.750000 Penalty: 931.102112 Iteration 45Q: 3 clusters Score -1460504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27472 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1460503.375000 Penalty: 931.102112 Iteration 46Q: 3 clusters Score -1460503 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27475 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1460506.875000 Penalty: 931.102112 Iteration 47Q: 3 clusters Score -1460507 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27477 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1460511.750000 Penalty: 931.102112 Iteration 48Q: 3 clusters Score -1460512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27481 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1460514.250000 Penalty: 931.102112 Iteration 49Q: 3 clusters Score -1460514 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27486 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1460518.625000 Penalty: 931.102112 Iteration 50Q: 3 clusters Score -1460519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27491 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1460517.625000 Penalty: 931.102112 Iteration 51Q: 3 clusters Score -1460518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27494 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1460519.375000 Penalty: 931.102112 Iteration 52Q: 3 clusters Score -1460519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27497 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1460521.500000 Penalty: 931.102112 Iteration 53Q: 3 clusters Score -1460522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27502 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1460521.000000 Penalty: 931.102112 Iteration 54Q: 3 clusters Score -1460521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27504 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1460520.250000 Penalty: 931.102112 Iteration 55Q: 3 clusters Score -1460520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27504 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1460520.500000 Penalty: 931.102112 Iteration 56Q: 3 clusters Score -1460520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1460521.625000 Penalty: 931.102112 Iteration 57Q: 3 clusters Score -1460522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27506 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1460522.250000 Penalty: 931.102112 Iteration 58Q: 3 clusters Score -1460522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27506 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1460522.250000 Penalty: 931.102112 Iteration 59F: 3 clusters Score -1460522 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -67155.203125 Penalty: 340.589874 Iteration 0F: 2 clusters Score -67155.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -65959.476562 Penalty: 681.179749 Iteration 0F: 3 clusters Score -65959.48 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -66922.820312 Penalty: 681.179749 Iteration 1F: 3 clusters Score -66922.82 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -67190.835938 Penalty: 681.179749 Iteration 2F: 3 clusters Score -67190.84 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -67280.898438 Penalty: 681.179749 Iteration 3F: 3 clusters Score -67280.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -67323.320312 Penalty: 681.179749 Iteration 4Q: 3 clusters Score -67323.32 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -67355.085938 Penalty: 681.179749 Iteration 5Q: 3 clusters Score -67355.09 nChanged 39 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: -67387.929688 Penalty: 681.179749 Iteration 6Q: 3 clusters Score -67387.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -67416.875000 Penalty: 681.179749 Iteration 7Q: 3 clusters Score -67416.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -67430.429688 Penalty: 681.179749 Iteration 8Q: 3 clusters Score -67430.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -67438.421875 Penalty: 681.179749 Iteration 9Q: 3 clusters Score -67438.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -67440.679688 Penalty: 681.179749 Iteration 10Q: 3 clusters Score -67440.68 nChanged 9 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: -67442.437500 Penalty: 681.179749 Iteration 11Q: 3 clusters Score -67442.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -67443.375000 Penalty: 681.179749 Iteration 12Q: 3 clusters Score -67443.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -67444.562500 Penalty: 681.179749 Iteration 13Q: 3 clusters Score -67444.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -67446.734375 Penalty: 681.179749 Iteration 14Q: 3 clusters Score -67446.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -67449.132812 Penalty: 681.179749 Iteration 15Q: 3 clusters Score -67449.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -67452.023438 Penalty: 681.179749 Iteration 16Q: 3 clusters Score -67452.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -67456.515625 Penalty: 681.179749 Iteration 17Q: 3 clusters Score -67456.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -67464.343750 Penalty: 681.179749 Iteration 18Q: 3 clusters Score -67464.34 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -67479.843750 Penalty: 681.179749 Iteration 19Q: 3 clusters Score -67479.84 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -67501.343750 Penalty: 681.179749 Iteration 20F: 3 clusters Score -67501.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -67527.539062 Penalty: 681.179749 Iteration 21Q: 3 clusters Score -67527.54 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -67566.593750 Penalty: 681.179749 Iteration 22Q: 3 clusters Score -67566.59 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -67612.820312 Penalty: 681.179749 Iteration 23Q: 3 clusters Score -67612.82 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -67700.164062 Penalty: 681.179749 Iteration 24Q: 3 clusters Score -67700.16 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -67791.312500 Penalty: 681.179749 Iteration 25Q: 3 clusters Score -67791.31 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -67837.718750 Penalty: 681.179749 Iteration 26Q: 3 clusters Score -67837.72 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67855.000000 Penalty: 681.179749 Iteration 27Q: 3 clusters Score -67855 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -67865.382812 Penalty: 681.179749 Iteration 28Q: 3 clusters Score -67865.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -67874.242188 Penalty: 681.179749 Iteration 29Q: 3 clusters Score -67874.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -67877.203125 Penalty: 681.179749 Iteration 30Q: 3 clusters Score -67877.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -67878.726562 Penalty: 681.179749 Iteration 31Q: 3 clusters Score -67878.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -67880.125000 Penalty: 681.179749 Iteration 32Q: 3 clusters Score -67880.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -67881.000000 Penalty: 681.179749 Iteration 33Q: 3 clusters Score -67881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67882.062500 Penalty: 681.179749 Iteration 34Q: 3 clusters Score -67882.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -67894.437500 Penalty: 681.179749 Iteration 35Q: 3 clusters Score -67894.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67895.757812 Penalty: 681.179749 Iteration 36Q: 3 clusters Score -67895.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67896.296875 Penalty: 681.179749 Iteration 37Q: 3 clusters Score -67896.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67939.148438 Penalty: 681.179749 Iteration 38F: 3 clusters Score -67939.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -67976.992188 Penalty: 681.179749 Iteration 39Q: 3 clusters Score -67976.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -67991.226562 Penalty: 681.179749 Iteration 40F: 3 clusters Score -67991.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -67998.421875 Penalty: 681.179749 Iteration 41Q: 3 clusters Score -67998.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -68001.914062 Penalty: 681.179749 Iteration 42Q: 3 clusters Score -68001.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -68004.726562 Penalty: 681.179749 Iteration 43Q: 3 clusters Score -68004.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -68006.625000 Penalty: 681.179749 Iteration 44Q: 3 clusters Score -68006.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -68008.734375 Penalty: 681.179749 Iteration 45Q: 3 clusters Score -68008.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -68008.914062 Penalty: 681.179749 Iteration 46Q: 3 clusters Score -68008.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -68008.914062 Penalty: 681.179749 Iteration 47F: 3 clusters Score -68008.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 4 contains 6108 members Mstep: Class 5 contains 22347 members Mstep: Class 6 contains 121460 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 1811 members Mstep: Class 15 contains 1206 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 4252 members Mstep: Class 22 contains 3977 members Mstep: Class 23 contains 67988 members Mstep: Class 24 contains 431 members Mstep: Class 25 contains 305 members Entering Unmasked Estep Score: -21369158.000000 Penalty: 14710.809570 Splitting cluster 18 changes total score from -21360482.000000 to -21369158.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Entering Unmasked Estep Score: -33447.398438 Penalty: 291.886902 Iteration 0F: 2 clusters Score -33447.4 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 319 members Entering Unmasked Estep Score: -32882.507812 Penalty: 583.773804 Iteration 0F: 3 clusters Score -32882.51 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -33023.566406 Penalty: 583.773804 Iteration 1F: 3 clusters Score -33023.57 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -33061.574219 Penalty: 583.773804 Iteration 2F: 3 clusters Score -33061.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -33089.433594 Penalty: 583.773804 Iteration 3F: 3 clusters Score -33089.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -33102.613281 Penalty: 583.773804 Iteration 4Q: 3 clusters Score -33102.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -33110.023438 Penalty: 583.773804 Iteration 5Q: 3 clusters Score -33110.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -33114.011719 Penalty: 583.773804 Iteration 6Q: 3 clusters Score -33114.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -33116.980469 Penalty: 583.773804 Iteration 7Q: 3 clusters Score -33116.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -33121.253906 Penalty: 583.773804 Iteration 8Q: 3 clusters Score -33121.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -33123.433594 Penalty: 583.773804 Iteration 9Q: 3 clusters Score -33123.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -33124.238281 Penalty: 583.773804 Iteration 10Q: 3 clusters Score -33124.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -33125.269531 Penalty: 583.773804 Iteration 11Q: 3 clusters Score -33125.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -33126.445312 Penalty: 583.773804 Iteration 12Q: 3 clusters Score -33126.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -33126.484375 Penalty: 583.773804 Iteration 13Q: 3 clusters Score -33126.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -33126.484375 Penalty: 583.773804 Iteration 14F: 3 clusters Score -33126.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 55738 members Mstep: Class 5 contains 22347 members Mstep: Class 7 contains 20529 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 4945 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 23665 members Mstep: Class 13 contains 6268 members Mstep: Class 14 contains 1811 members Mstep: Class 15 contains 1206 members Mstep: Class 16 contains 6458 members Mstep: Class 17 contains 27775 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 611 members Entering Unmasked Estep ConsiderDeletion Score: -21371412.000000 Penalty: 14710.809570 Iteration 39Q: 26 clusters Score -2.137141e+07 nChanged 4435 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1645 members Mstep: Class 3 contains 55362 members Mstep: Class 4 contains 5889 members Mstep: Class 5 contains 22526 members Mstep: Class 6 contains 120954 members Mstep: Class 7 contains 20661 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 5004 members Mstep: Class 10 contains 3992 members Mstep: Class 11 contains 1281 members Mstep: Class 12 contains 24147 members Mstep: Class 13 contains 6001 members Mstep: Class 14 contains 1823 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 6527 members Mstep: Class 17 contains 27645 members Mstep: Class 18 contains 1474 members Mstep: Class 19 contains 615 members Mstep: Class 20 contains 25436 members Mstep: Class 21 contains 4382 members Mstep: Class 22 contains 4223 members Mstep: Class 23 contains 67699 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 289 members Entering Unmasked Estep ConsiderDeletion Score: -21373220.000000 Penalty: 14710.809570 Iteration 40F: 26 clusters Score -2.137322e+07 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1629 members Mstep: Class 3 contains 54974 members Mstep: Class 4 contains 5866 members Mstep: Class 5 contains 22673 members Mstep: Class 6 contains 120626 members Mstep: Class 7 contains 20800 members Mstep: Class 8 contains 2619 members Mstep: Class 9 contains 5039 members Mstep: Class 10 contains 4026 members Mstep: Class 11 contains 1315 members Mstep: Class 12 contains 24313 members Mstep: Class 13 contains 5880 members Mstep: Class 14 contains 1825 members Mstep: Class 15 contains 2063 members Mstep: Class 16 contains 6516 members Mstep: Class 17 contains 27512 members Mstep: Class 18 contains 1448 members Mstep: Class 19 contains 614 members Mstep: Class 20 contains 25436 members Mstep: Class 21 contains 4493 members Mstep: Class 22 contains 4336 members Mstep: Class 23 contains 67601 members Mstep: Class 24 contains 338 members Mstep: Class 25 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -21373922.000000 Penalty: 14710.809570 Iteration 41Q: 26 clusters Score -2.137392e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1619 members Mstep: Class 3 contains 54666 members Mstep: Class 4 contains 5842 members Mstep: Class 5 contains 22805 members Mstep: Class 6 contains 120392 members Mstep: Class 7 contains 20924 members Mstep: Class 8 contains 2651 members Mstep: Class 9 contains 5058 members Mstep: Class 10 contains 4060 members Mstep: Class 11 contains 1306 members Mstep: Class 12 contains 24428 members Mstep: Class 13 contains 5843 members Mstep: Class 14 contains 1831 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 6508 members Mstep: Class 17 contains 27350 members Mstep: Class 18 contains 1447 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 25453 members Mstep: Class 21 contains 4598 members Mstep: Class 22 contains 4398 members Mstep: Class 23 contains 67479 members Mstep: Class 24 contains 333 members Mstep: Class 25 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -21374244.000000 Penalty: 14710.809570 Iteration 42Q: 26 clusters Score -2.137424e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1621 members Mstep: Class 3 contains 54408 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 22915 members Mstep: Class 6 contains 120191 members Mstep: Class 7 contains 21047 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 5065 members Mstep: Class 10 contains 4088 members Mstep: Class 11 contains 1315 members Mstep: Class 12 contains 24492 members Mstep: Class 13 contains 5830 members Mstep: Class 14 contains 1834 members Mstep: Class 15 contains 2513 members Mstep: Class 16 contains 6492 members Mstep: Class 17 contains 27195 members Mstep: Class 18 contains 1441 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25463 members Mstep: Class 21 contains 4726 members Mstep: Class 22 contains 4433 members Mstep: Class 23 contains 67384 members Mstep: Class 24 contains 328 members Mstep: Class 25 contains 343 members Entering Unmasked Estep ConsiderDeletion Score: -21374758.000000 Penalty: 14710.809570 Iteration 43Q: 26 clusters Score -2.137476e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1627 members Mstep: Class 3 contains 54219 members Mstep: Class 4 contains 5742 members Mstep: Class 5 contains 22996 members Mstep: Class 6 contains 120041 members Mstep: Class 7 contains 21186 members Mstep: Class 8 contains 2704 members Mstep: Class 9 contains 5069 members Mstep: Class 10 contains 4108 members Mstep: Class 11 contains 1313 members Mstep: Class 12 contains 24529 members Mstep: Class 13 contains 5827 members Mstep: Class 14 contains 1836 members Mstep: Class 15 contains 2666 members Mstep: Class 16 contains 6480 members Mstep: Class 17 contains 27030 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 611 members Mstep: Class 20 contains 25467 members Mstep: Class 21 contains 4823 members Mstep: Class 22 contains 4461 members Mstep: Class 23 contains 67312 members Mstep: Class 24 contains 324 members Mstep: Class 25 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -21374952.000000 Penalty: 14710.809570 Iteration 44Q: 26 clusters Score -2.137495e+07 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1626 members Mstep: Class 3 contains 54048 members Mstep: Class 4 contains 5693 members Mstep: Class 5 contains 23067 members Mstep: Class 6 contains 119938 members Mstep: Class 7 contains 21325 members Mstep: Class 8 contains 2722 members Mstep: Class 9 contains 5074 members Mstep: Class 10 contains 4121 members Mstep: Class 11 contains 1320 members Mstep: Class 12 contains 24562 members Mstep: Class 13 contains 5818 members Mstep: Class 14 contains 1837 members Mstep: Class 15 contains 2774 members Mstep: Class 16 contains 6466 members Mstep: Class 17 contains 26872 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 616 members Mstep: Class 20 contains 25473 members Mstep: Class 21 contains 4926 members Mstep: Class 22 contains 4475 members Mstep: Class 23 contains 67250 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -21375160.000000 Penalty: 14710.809570 Iteration 45Q: 26 clusters Score -2.137516e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1624 members Mstep: Class 3 contains 53909 members Mstep: Class 4 contains 5644 members Mstep: Class 5 contains 23127 members Mstep: Class 6 contains 119828 members Mstep: Class 7 contains 21453 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 5077 members Mstep: Class 10 contains 4141 members Mstep: Class 11 contains 1337 members Mstep: Class 12 contains 24563 members Mstep: Class 13 contains 5826 members Mstep: Class 14 contains 1839 members Mstep: Class 15 contains 2862 members Mstep: Class 16 contains 6447 members Mstep: Class 17 contains 26724 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 622 members Mstep: Class 20 contains 25477 members Mstep: Class 21 contains 5035 members Mstep: Class 22 contains 4487 members Mstep: Class 23 contains 67190 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 381 members Entering Unmasked Estep ConsiderDeletion Score: -21375196.000000 Penalty: 14710.809570 Iteration 46Q: 26 clusters Score -2.13752e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1627 members Mstep: Class 3 contains 53787 members Mstep: Class 4 contains 5613 members Mstep: Class 5 contains 23181 members Mstep: Class 6 contains 119735 members Mstep: Class 7 contains 21569 members Mstep: Class 8 contains 2754 members Mstep: Class 9 contains 5081 members Mstep: Class 10 contains 4155 members Mstep: Class 11 contains 1347 members Mstep: Class 12 contains 24571 members Mstep: Class 13 contains 5820 members Mstep: Class 14 contains 1842 members Mstep: Class 15 contains 2931 members Mstep: Class 16 contains 6436 members Mstep: Class 17 contains 26595 members Mstep: Class 18 contains 1398 members Mstep: Class 19 contains 625 members Mstep: Class 20 contains 25483 members Mstep: Class 21 contains 5127 members Mstep: Class 22 contains 4503 members Mstep: Class 23 contains 67139 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 391 members Entering Unmasked Estep ConsiderDeletion Score: -21375316.000000 Penalty: 14710.809570 Iteration 47Q: 26 clusters Score -2.137532e+07 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1630 members Mstep: Class 3 contains 53678 members Mstep: Class 4 contains 5569 members Mstep: Class 5 contains 23226 members Mstep: Class 6 contains 119627 members Mstep: Class 7 contains 21678 members Mstep: Class 8 contains 2769 members Mstep: Class 9 contains 5085 members Mstep: Class 10 contains 4169 members Mstep: Class 11 contains 1348 members Mstep: Class 12 contains 24590 members Mstep: Class 13 contains 5832 members Mstep: Class 14 contains 1844 members Mstep: Class 15 contains 3016 members Mstep: Class 16 contains 6424 members Mstep: Class 17 contains 26471 members Mstep: Class 18 contains 1397 members Mstep: Class 19 contains 631 members Mstep: Class 20 contains 25490 members Mstep: Class 21 contains 5210 members Mstep: Class 22 contains 4514 members Mstep: Class 23 contains 67093 members Mstep: Class 24 contains 318 members Mstep: Class 25 contains 392 members Entering Unmasked Estep ConsiderDeletion Score: -21375464.000000 Penalty: 14710.809570 Iteration 48Q: 26 clusters Score -2.137546e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1635 members Mstep: Class 3 contains 53572 members Mstep: Class 4 contains 5534 members Mstep: Class 5 contains 23255 members Mstep: Class 6 contains 119525 members Mstep: Class 7 contains 21814 members Mstep: Class 8 contains 2777 members Mstep: Class 9 contains 5090 members Mstep: Class 10 contains 4184 members Mstep: Class 11 contains 1361 members Mstep: Class 12 contains 24600 members Mstep: Class 13 contains 5834 members Mstep: Class 14 contains 1846 members Mstep: Class 15 contains 3099 members Mstep: Class 16 contains 6416 members Mstep: Class 17 contains 26327 members Mstep: Class 18 contains 1397 members Mstep: Class 19 contains 636 members Mstep: Class 20 contains 25501 members Mstep: Class 21 contains 5284 members Mstep: Class 22 contains 4523 members Mstep: Class 23 contains 67060 members Mstep: Class 24 contains 313 members Mstep: Class 25 contains 396 members Entering Unmasked Estep ConsiderDeletion Score: -21375502.000000 Penalty: 14710.809570 Iteration 49Q: 26 clusters Score -2.13755e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1638 members Mstep: Class 3 contains 53479 members Mstep: Class 4 contains 5505 members Mstep: Class 5 contains 23277 members Mstep: Class 6 contains 119422 members Mstep: Class 7 contains 21948 members Mstep: Class 8 contains 2789 members Mstep: Class 9 contains 5093 members Mstep: Class 10 contains 4201 members Mstep: Class 11 contains 1379 members Mstep: Class 12 contains 24621 members Mstep: Class 13 contains 5837 members Mstep: Class 14 contains 1848 members Mstep: Class 15 contains 3177 members Mstep: Class 16 contains 6408 members Mstep: Class 17 contains 26181 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 639 members Mstep: Class 20 contains 25503 members Mstep: Class 21 contains 5342 members Mstep: Class 22 contains 4529 members Mstep: Class 23 contains 67034 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 398 members Entering Unmasked Estep ConsiderDeletion Score: -21375590.000000 Penalty: 14710.809570 Iteration 50Q: 26 clusters Score -2.137559e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1639 members Mstep: Class 3 contains 53400 members Mstep: Class 4 contains 5475 members Mstep: Class 5 contains 23297 members Mstep: Class 6 contains 119330 members Mstep: Class 7 contains 22068 members Mstep: Class 8 contains 2799 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 4214 members Mstep: Class 11 contains 1402 members Mstep: Class 12 contains 24641 members Mstep: Class 13 contains 5844 members Mstep: Class 14 contains 1850 members Mstep: Class 15 contains 3229 members Mstep: Class 16 contains 6405 members Mstep: Class 17 contains 26051 members Mstep: Class 18 contains 1406 members Mstep: Class 19 contains 644 members Mstep: Class 20 contains 25510 members Mstep: Class 21 contains 5402 members Mstep: Class 22 contains 4534 members Mstep: Class 23 contains 67007 members Mstep: Class 24 contains 313 members Mstep: Class 25 contains 402 members Entering Unmasked Estep ConsiderDeletion Score: -21375662.000000 Penalty: 14710.809570 Iteration 51Q: 26 clusters Score -2.137566e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 53333 members Mstep: Class 4 contains 5448 members Mstep: Class 5 contains 23309 members Mstep: Class 6 contains 119249 members Mstep: Class 7 contains 22177 members Mstep: Class 8 contains 2802 members Mstep: Class 9 contains 5095 members Mstep: Class 10 contains 4224 members Mstep: Class 11 contains 1427 members Mstep: Class 12 contains 24639 members Mstep: Class 13 contains 5859 members Mstep: Class 14 contains 1851 members Mstep: Class 15 contains 3289 members Mstep: Class 16 contains 6402 members Mstep: Class 17 contains 25938 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 648 members Mstep: Class 20 contains 25515 members Mstep: Class 21 contains 5455 members Mstep: Class 22 contains 4539 members Mstep: Class 23 contains 66989 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 403 members Entering Unmasked Estep ConsiderDeletion Score: -21375772.000000 Penalty: 14710.809570 Iteration 52Q: 26 clusters Score -2.137577e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1648 members Mstep: Class 3 contains 53249 members Mstep: Class 4 contains 5432 members Mstep: Class 5 contains 23325 members Mstep: Class 6 contains 119172 members Mstep: Class 7 contains 22287 members Mstep: Class 8 contains 2803 members Mstep: Class 9 contains 5096 members Mstep: Class 10 contains 4232 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 24632 members Mstep: Class 13 contains 5872 members Mstep: Class 14 contains 1850 members Mstep: Class 15 contains 3353 members Mstep: Class 16 contains 6400 members Mstep: Class 17 contains 25826 members Mstep: Class 18 contains 1405 members Mstep: Class 19 contains 650 members Mstep: Class 20 contains 25527 members Mstep: Class 21 contains 5506 members Mstep: Class 22 contains 4545 members Mstep: Class 23 contains 66971 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 408 members Entering Unmasked Estep ConsiderDeletion Score: -21375858.000000 Penalty: 14710.809570 Iteration 53Q: 26 clusters Score -2.137586e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 53170 members Mstep: Class 4 contains 5413 members Mstep: Class 5 contains 23336 members Mstep: Class 6 contains 119099 members Mstep: Class 7 contains 22414 members Mstep: Class 8 contains 2799 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4234 members Mstep: Class 11 contains 1474 members Mstep: Class 12 contains 24636 members Mstep: Class 13 contains 5873 members Mstep: Class 14 contains 1850 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 6397 members Mstep: Class 17 contains 25702 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 654 members Mstep: Class 20 contains 25541 members Mstep: Class 21 contains 5552 members Mstep: Class 22 contains 4549 members Mstep: Class 23 contains 66955 members Mstep: Class 24 contains 313 members Mstep: Class 25 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -21375972.000000 Penalty: 14710.809570 Iteration 54Q: 26 clusters Score -2.137597e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1661 members Mstep: Class 3 contains 53101 members Mstep: Class 4 contains 5401 members Mstep: Class 5 contains 23347 members Mstep: Class 6 contains 119046 members Mstep: Class 7 contains 22536 members Mstep: Class 8 contains 2800 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4237 members Mstep: Class 11 contains 1489 members Mstep: Class 12 contains 24623 members Mstep: Class 13 contains 5869 members Mstep: Class 14 contains 1850 members Mstep: Class 15 contains 3466 members Mstep: Class 16 contains 6397 members Mstep: Class 17 contains 25578 members Mstep: Class 18 contains 1425 members Mstep: Class 19 contains 659 members Mstep: Class 20 contains 25555 members Mstep: Class 21 contains 5597 members Mstep: Class 22 contains 4554 members Mstep: Class 23 contains 66939 members Mstep: Class 24 contains 312 members Mstep: Class 25 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -21376010.000000 Penalty: 14710.809570 Iteration 55Q: 26 clusters Score -2.137601e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1656 members Mstep: Class 3 contains 53050 members Mstep: Class 4 contains 5396 members Mstep: Class 5 contains 23361 members Mstep: Class 6 contains 118993 members Mstep: Class 7 contains 22664 members Mstep: Class 8 contains 2802 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4240 members Mstep: Class 11 contains 1509 members Mstep: Class 12 contains 24615 members Mstep: Class 13 contains 5867 members Mstep: Class 14 contains 1850 members Mstep: Class 15 contains 3497 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 25448 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 664 members Mstep: Class 20 contains 25574 members Mstep: Class 21 contains 5625 members Mstep: Class 22 contains 4561 members Mstep: Class 23 contains 66920 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 419 members Entering Unmasked Estep ConsiderDeletion Score: -21376170.000000 Penalty: 14710.809570 Iteration 56Q: 26 clusters Score -2.137617e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1656 members Mstep: Class 3 contains 52994 members Mstep: Class 4 contains 5396 members Mstep: Class 5 contains 23370 members Mstep: Class 6 contains 118943 members Mstep: Class 7 contains 22806 members Mstep: Class 8 contains 2802 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4247 members Mstep: Class 11 contains 1533 members Mstep: Class 12 contains 24599 members Mstep: Class 13 contains 5864 members Mstep: Class 14 contains 1851 members Mstep: Class 15 contains 3541 members Mstep: Class 16 contains 6394 members Mstep: Class 17 contains 25305 members Mstep: Class 18 contains 1439 members Mstep: Class 19 contains 666 members Mstep: Class 20 contains 25582 members Mstep: Class 21 contains 5653 members Mstep: Class 22 contains 4562 members Mstep: Class 23 contains 66909 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 421 members Entering Unmasked Estep ConsiderDeletion Score: -21376268.000000 Penalty: 14710.809570 Iteration 57Q: 26 clusters Score -2.137627e+07 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 52921 members Mstep: Class 4 contains 5393 members Mstep: Class 5 contains 23377 members Mstep: Class 6 contains 118875 members Mstep: Class 7 contains 22932 members Mstep: Class 8 contains 2803 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4254 members Mstep: Class 11 contains 1550 members Mstep: Class 12 contains 24586 members Mstep: Class 13 contains 5856 members Mstep: Class 14 contains 1852 members Mstep: Class 15 contains 3610 members Mstep: Class 16 contains 6393 members Mstep: Class 17 contains 25176 members Mstep: Class 18 contains 1439 members Mstep: Class 19 contains 672 members Mstep: Class 20 contains 25601 members Mstep: Class 21 contains 5686 members Mstep: Class 22 contains 4567 members Mstep: Class 23 contains 66897 members Mstep: Class 24 contains 313 members Mstep: Class 25 contains 427 members Entering Unmasked Estep ConsiderDeletion Score: -21376386.000000 Penalty: 14710.809570 Iteration 58Q: 26 clusters Score -2.137639e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1665 members Mstep: Class 3 contains 52861 members Mstep: Class 4 contains 5395 members Mstep: Class 5 contains 23379 members Mstep: Class 6 contains 118816 members Mstep: Class 7 contains 23049 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4261 members Mstep: Class 11 contains 1561 members Mstep: Class 12 contains 24571 members Mstep: Class 13 contains 5845 members Mstep: Class 14 contains 1852 members Mstep: Class 15 contains 3674 members Mstep: Class 16 contains 6393 members Mstep: Class 17 contains 25056 members Mstep: Class 18 contains 1442 members Mstep: Class 19 contains 675 members Mstep: Class 20 contains 25613 members Mstep: Class 21 contains 5722 members Mstep: Class 22 contains 4570 members Mstep: Class 23 contains 66891 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 431 members Entering Unmasked Estep ConsiderDeletion Score: -21376474.000000 Penalty: 14710.809570 Iteration 59Q: 26 clusters Score -2.137647e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 52801 members Mstep: Class 4 contains 5391 members Mstep: Class 5 contains 23382 members Mstep: Class 6 contains 118774 members Mstep: Class 7 contains 23169 members Mstep: Class 8 contains 2808 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4266 members Mstep: Class 11 contains 1562 members Mstep: Class 12 contains 24563 members Mstep: Class 13 contains 5827 members Mstep: Class 14 contains 1854 members Mstep: Class 15 contains 3728 members Mstep: Class 16 contains 6389 members Mstep: Class 17 contains 24934 members Mstep: Class 18 contains 1452 members Mstep: Class 19 contains 678 members Mstep: Class 20 contains 25626 members Mstep: Class 21 contains 5753 members Mstep: Class 22 contains 4574 members Mstep: Class 23 contains 66883 members Mstep: Class 24 contains 314 members Mstep: Class 25 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -21376624.000000 Penalty: 14710.809570 Iteration 60F: 26 clusters Score -2.137662e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1675 members Mstep: Class 3 contains 52737 members Mstep: Class 4 contains 5389 members Mstep: Class 5 contains 23385 members Mstep: Class 6 contains 118727 members Mstep: Class 7 contains 23292 members Mstep: Class 8 contains 2810 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4273 members Mstep: Class 11 contains 1570 members Mstep: Class 12 contains 24564 members Mstep: Class 13 contains 5812 members Mstep: Class 14 contains 1858 members Mstep: Class 15 contains 3787 members Mstep: Class 16 contains 6388 members Mstep: Class 17 contains 24809 members Mstep: Class 18 contains 1459 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25641 members Mstep: Class 21 contains 5775 members Mstep: Class 22 contains 4578 members Mstep: Class 23 contains 66873 members Mstep: Class 24 contains 316 members Mstep: Class 25 contains 445 members Entering Unmasked Estep ConsiderDeletion Score: -21376696.000000 Penalty: 14710.809570 Iteration 61Q: 26 clusters Score -2.13767e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1679 members Mstep: Class 3 contains 52677 members Mstep: Class 4 contains 5384 members Mstep: Class 5 contains 23388 members Mstep: Class 6 contains 118696 members Mstep: Class 7 contains 23409 members Mstep: Class 8 contains 2814 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 1566 members Mstep: Class 12 contains 24565 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 1860 members Mstep: Class 15 contains 3828 members Mstep: Class 16 contains 6387 members Mstep: Class 17 contains 24686 members Mstep: Class 18 contains 1466 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25662 members Mstep: Class 21 contains 5800 members Mstep: Class 22 contains 4582 members Mstep: Class 23 contains 66866 members Mstep: Class 24 contains 317 members Mstep: Class 25 contains 449 members Entering Unmasked Estep ConsiderDeletion Score: -21376736.000000 Penalty: 14710.809570 Iteration 62Q: 26 clusters Score -2.137674e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1690 members Mstep: Class 3 contains 52613 members Mstep: Class 4 contains 5382 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118686 members Mstep: Class 7 contains 23532 members Mstep: Class 8 contains 2811 members Mstep: Class 9 contains 5099 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 1574 members Mstep: Class 12 contains 24554 members Mstep: Class 13 contains 5779 members Mstep: Class 14 contains 1863 members Mstep: Class 15 contains 3857 members Mstep: Class 16 contains 6386 members Mstep: Class 17 contains 24566 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25669 members Mstep: Class 21 contains 5826 members Mstep: Class 22 contains 4587 members Mstep: Class 23 contains 66859 members Mstep: Class 24 contains 317 members Mstep: Class 25 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -21376720.000000 Penalty: 14710.809570 Iteration 63Q: 26 clusters Score -2.137672e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 52568 members Mstep: Class 4 contains 5383 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118655 members Mstep: Class 7 contains 23651 members Mstep: Class 8 contains 2814 members Mstep: Class 9 contains 5099 members Mstep: Class 10 contains 4302 members Mstep: Class 11 contains 1580 members Mstep: Class 12 contains 24548 members Mstep: Class 13 contains 5759 members Mstep: Class 14 contains 1865 members Mstep: Class 15 contains 3882 members Mstep: Class 16 contains 6385 members Mstep: Class 17 contains 24444 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25672 members Mstep: Class 21 contains 5853 members Mstep: Class 22 contains 4591 members Mstep: Class 23 contains 66857 members Mstep: Class 24 contains 318 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376732.000000 Penalty: 14710.809570 Iteration 64Q: 26 clusters Score -2.137673e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1707 members Mstep: Class 3 contains 52534 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118632 members Mstep: Class 7 contains 23746 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 5100 members Mstep: Class 10 contains 4310 members Mstep: Class 11 contains 1585 members Mstep: Class 12 contains 24536 members Mstep: Class 13 contains 5741 members Mstep: Class 14 contains 1870 members Mstep: Class 15 contains 3899 members Mstep: Class 16 contains 6383 members Mstep: Class 17 contains 24346 members Mstep: Class 18 contains 1496 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25678 members Mstep: Class 21 contains 5883 members Mstep: Class 22 contains 4597 members Mstep: Class 23 contains 66853 members Mstep: Class 24 contains 320 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376692.000000 Penalty: 14710.809570 Iteration 65Q: 26 clusters Score -2.137669e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1713 members Mstep: Class 3 contains 52509 members Mstep: Class 4 contains 5376 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118604 members Mstep: Class 7 contains 23835 members Mstep: Class 8 contains 2822 members Mstep: Class 9 contains 5103 members Mstep: Class 10 contains 4322 members Mstep: Class 11 contains 1589 members Mstep: Class 12 contains 24529 members Mstep: Class 13 contains 5733 members Mstep: Class 14 contains 1872 members Mstep: Class 15 contains 3911 members Mstep: Class 16 contains 6384 members Mstep: Class 17 contains 24252 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25681 members Mstep: Class 21 contains 5909 members Mstep: Class 22 contains 4602 members Mstep: Class 23 contains 66848 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376674.000000 Penalty: 14710.809570 Iteration 66Q: 26 clusters Score -2.137667e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1733 members Mstep: Class 3 contains 52479 members Mstep: Class 4 contains 5370 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118586 members Mstep: Class 7 contains 23921 members Mstep: Class 8 contains 2825 members Mstep: Class 9 contains 5104 members Mstep: Class 10 contains 4332 members Mstep: Class 11 contains 1599 members Mstep: Class 12 contains 24516 members Mstep: Class 13 contains 5730 members Mstep: Class 14 contains 1873 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 6384 members Mstep: Class 17 contains 24163 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25684 members Mstep: Class 21 contains 5933 members Mstep: Class 22 contains 4606 members Mstep: Class 23 contains 66846 members Mstep: Class 24 contains 320 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376662.000000 Penalty: 14710.809570 Iteration 67Q: 26 clusters Score -2.137666e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1747 members Mstep: Class 3 contains 52449 members Mstep: Class 4 contains 5361 members Mstep: Class 5 contains 23390 members Mstep: Class 6 contains 118583 members Mstep: Class 7 contains 24023 members Mstep: Class 8 contains 2826 members Mstep: Class 9 contains 5105 members Mstep: Class 10 contains 4340 members Mstep: Class 11 contains 1623 members Mstep: Class 12 contains 24499 members Mstep: Class 13 contains 5731 members Mstep: Class 14 contains 1876 members Mstep: Class 15 contains 3912 members Mstep: Class 16 contains 6382 members Mstep: Class 17 contains 24060 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25675 members Mstep: Class 21 contains 5954 members Mstep: Class 22 contains 4611 members Mstep: Class 23 contains 66842 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376684.000000 Penalty: 14710.809570 Iteration 68Q: 26 clusters Score -2.137668e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1756 members Mstep: Class 3 contains 52425 members Mstep: Class 4 contains 5355 members Mstep: Class 5 contains 23392 members Mstep: Class 6 contains 118577 members Mstep: Class 7 contains 24124 members Mstep: Class 8 contains 2830 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 1635 members Mstep: Class 12 contains 24490 members Mstep: Class 13 contains 5727 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3919 members Mstep: Class 16 contains 6385 members Mstep: Class 17 contains 23955 members Mstep: Class 18 contains 1496 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25673 members Mstep: Class 21 contains 5968 members Mstep: Class 22 contains 4614 members Mstep: Class 23 contains 66832 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376728.000000 Penalty: 14710.809570 Iteration 69Q: 26 clusters Score -2.137673e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1767 members Mstep: Class 3 contains 52400 members Mstep: Class 4 contains 5350 members Mstep: Class 5 contains 23393 members Mstep: Class 6 contains 118586 members Mstep: Class 7 contains 24217 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 5108 members Mstep: Class 10 contains 4350 members Mstep: Class 11 contains 1647 members Mstep: Class 12 contains 24479 members Mstep: Class 13 contains 5717 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 6387 members Mstep: Class 17 contains 23856 members Mstep: Class 18 contains 1497 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25667 members Mstep: Class 21 contains 5981 members Mstep: Class 22 contains 4618 members Mstep: Class 23 contains 66830 members Mstep: Class 24 contains 325 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376694.000000 Penalty: 14710.809570 Iteration 70Q: 26 clusters Score -2.137669e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1788 members Mstep: Class 3 contains 52365 members Mstep: Class 4 contains 5348 members Mstep: Class 5 contains 23397 members Mstep: Class 6 contains 118586 members Mstep: Class 7 contains 24307 members Mstep: Class 8 contains 2841 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4351 members Mstep: Class 11 contains 1652 members Mstep: Class 12 contains 24452 members Mstep: Class 13 contains 5714 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3942 members Mstep: Class 16 contains 6389 members Mstep: Class 17 contains 23761 members Mstep: Class 18 contains 1495 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25670 members Mstep: Class 21 contains 5998 members Mstep: Class 22 contains 4622 members Mstep: Class 23 contains 66823 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376698.000000 Penalty: 14710.809570 Iteration 71Q: 26 clusters Score -2.13767e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1804 members Mstep: Class 3 contains 52344 members Mstep: Class 4 contains 5343 members Mstep: Class 5 contains 23401 members Mstep: Class 6 contains 118590 members Mstep: Class 7 contains 24393 members Mstep: Class 8 contains 2848 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4353 members Mstep: Class 11 contains 1655 members Mstep: Class 12 contains 24425 members Mstep: Class 13 contains 5709 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3948 members Mstep: Class 16 contains 6389 members Mstep: Class 17 contains 23668 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25667 members Mstep: Class 21 contains 6019 members Mstep: Class 22 contains 4628 members Mstep: Class 23 contains 66820 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376680.000000 Penalty: 14710.809570 Iteration 72Q: 26 clusters Score -2.137668e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1821 members Mstep: Class 3 contains 52328 members Mstep: Class 4 contains 5341 members Mstep: Class 5 contains 23403 members Mstep: Class 6 contains 118598 members Mstep: Class 7 contains 24485 members Mstep: Class 8 contains 2849 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4354 members Mstep: Class 11 contains 1649 members Mstep: Class 12 contains 24390 members Mstep: Class 13 contains 5706 members Mstep: Class 14 contains 1878 members Mstep: Class 15 contains 3951 members Mstep: Class 16 contains 6392 members Mstep: Class 17 contains 23575 members Mstep: Class 18 contains 1499 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25668 members Mstep: Class 21 contains 6040 members Mstep: Class 22 contains 4635 members Mstep: Class 23 contains 66816 members Mstep: Class 24 contains 321 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376734.000000 Penalty: 14710.809570 Iteration 73Q: 26 clusters Score -2.137673e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1837 members Mstep: Class 3 contains 52309 members Mstep: Class 4 contains 5336 members Mstep: Class 5 contains 23404 members Mstep: Class 6 contains 118604 members Mstep: Class 7 contains 24573 members Mstep: Class 8 contains 2850 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4357 members Mstep: Class 11 contains 1649 members Mstep: Class 12 contains 24360 members Mstep: Class 13 contains 5701 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3954 members Mstep: Class 16 contains 6394 members Mstep: Class 17 contains 23486 members Mstep: Class 18 contains 1499 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25665 members Mstep: Class 21 contains 6065 members Mstep: Class 22 contains 4642 members Mstep: Class 23 contains 66812 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376700.000000 Penalty: 14710.809570 Iteration 74Q: 26 clusters Score -2.13767e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1858 members Mstep: Class 3 contains 52289 members Mstep: Class 4 contains 5335 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118603 members Mstep: Class 7 contains 24653 members Mstep: Class 8 contains 2852 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4357 members Mstep: Class 11 contains 1651 members Mstep: Class 12 contains 24339 members Mstep: Class 13 contains 5696 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3956 members Mstep: Class 16 contains 6394 members Mstep: Class 17 contains 23404 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25665 members Mstep: Class 21 contains 6082 members Mstep: Class 22 contains 4646 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376756.000000 Penalty: 14710.809570 Iteration 75Q: 26 clusters Score -2.137676e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1875 members Mstep: Class 3 contains 52278 members Mstep: Class 4 contains 5327 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118587 members Mstep: Class 7 contains 24740 members Mstep: Class 8 contains 2851 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4360 members Mstep: Class 11 contains 1652 members Mstep: Class 12 contains 24323 members Mstep: Class 13 contains 5694 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3961 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23318 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25664 members Mstep: Class 21 contains 6105 members Mstep: Class 22 contains 4648 members Mstep: Class 23 contains 66808 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376828.000000 Penalty: 14710.809570 Iteration 76Q: 26 clusters Score -2.137683e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1893 members Mstep: Class 3 contains 52270 members Mstep: Class 4 contains 5319 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118574 members Mstep: Class 7 contains 24806 members Mstep: Class 8 contains 2851 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4362 members Mstep: Class 11 contains 1656 members Mstep: Class 12 contains 24308 members Mstep: Class 13 contains 5693 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3963 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23252 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25658 members Mstep: Class 21 contains 6128 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66808 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376834.000000 Penalty: 14710.809570 Iteration 77Q: 26 clusters Score -2.137683e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1909 members Mstep: Class 3 contains 52255 members Mstep: Class 4 contains 5313 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118564 members Mstep: Class 7 contains 24870 members Mstep: Class 8 contains 2854 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4362 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24292 members Mstep: Class 13 contains 5692 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23185 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25657 members Mstep: Class 21 contains 6153 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -21376854.000000 Penalty: 14710.809570 Iteration 78Q: 26 clusters Score -2.137685e+07 nChanged 176 Entering ConstructFrom: Score: -21376854.000000 Penalty: 14710.809570 Entering ConstructFrom: Trying to split cluster 1 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -71769.640625 Penalty: 336.421478 Iteration 0F: 2 clusters Score -71769.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -70589.265625 Penalty: 672.842957 Iteration 0F: 3 clusters Score -70589.27 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -71015.835938 Penalty: 672.842957 Iteration 1F: 3 clusters Score -71015.84 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -71103.171875 Penalty: 672.842957 Iteration 2F: 3 clusters Score -71103.17 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -71178.039062 Penalty: 672.842957 Iteration 3F: 3 clusters Score -71178.04 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -71263.054688 Penalty: 672.842957 Iteration 4F: 3 clusters Score -71263.05 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -71355.632812 Penalty: 672.842957 Iteration 5F: 3 clusters Score -71355.63 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71433.320312 Penalty: 672.842957 Iteration 6F: 3 clusters Score -71433.32 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -71497.242188 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -71497.24 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -71551.476562 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -71551.48 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -71604.484375 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -71604.48 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -71630.671875 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -71630.67 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -71639.070312 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -71639.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -71642.242188 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -71642.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -71642.789062 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -71642.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -71642.789062 Penalty: 672.842957 Iteration 14F: 3 clusters Score -71642.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Entering Unmasked Estep Score: -102783.414062 Penalty: 344.149261 Iteration 0F: 2 clusters Score -102783.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -101425.664062 Penalty: 688.298523 Iteration 0F: 3 clusters Score -101425.7 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -101937.742188 Penalty: 688.298523 Iteration 1F: 3 clusters Score -101937.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -102066.250000 Penalty: 688.298523 Iteration 2F: 3 clusters Score -102066.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -102192.195312 Penalty: 688.298523 Iteration 3F: 3 clusters Score -102192.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -102292.601562 Penalty: 688.298523 Iteration 4F: 3 clusters Score -102292.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -102362.625000 Penalty: 688.298523 Iteration 5Q: 3 clusters Score -102362.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -102409.929688 Penalty: 688.298523 Iteration 6Q: 3 clusters Score -102409.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -102436.601562 Penalty: 688.298523 Iteration 7Q: 3 clusters Score -102436.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -102453.218750 Penalty: 688.298523 Iteration 8Q: 3 clusters Score -102453.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -102465.906250 Penalty: 688.298523 Iteration 9Q: 3 clusters Score -102465.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -102474.476562 Penalty: 688.298523 Iteration 10Q: 3 clusters Score -102474.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -102480.851562 Penalty: 688.298523 Iteration 11Q: 3 clusters Score -102480.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -102489.187500 Penalty: 688.298523 Iteration 12Q: 3 clusters Score -102489.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -102493.062500 Penalty: 688.298523 Iteration 13Q: 3 clusters Score -102493.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -102495.539062 Penalty: 688.298523 Iteration 14Q: 3 clusters Score -102495.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -102496.609375 Penalty: 688.298523 Iteration 15Q: 3 clusters Score -102496.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -102498.898438 Penalty: 688.298523 Iteration 16Q: 3 clusters Score -102498.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -102503.765625 Penalty: 688.298523 Iteration 17Q: 3 clusters Score -102503.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -102506.945312 Penalty: 688.298523 Iteration 18Q: 3 clusters Score -102506.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -102509.179688 Penalty: 688.298523 Iteration 19Q: 3 clusters Score -102509.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -102510.632812 Penalty: 688.298523 Iteration 20F: 3 clusters Score -102510.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -102511.562500 Penalty: 688.298523 Iteration 21Q: 3 clusters Score -102511.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -102512.195312 Penalty: 688.298523 Iteration 22Q: 3 clusters Score -102512.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -102512.812500 Penalty: 688.298523 Iteration 23Q: 3 clusters Score -102512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -102513.421875 Penalty: 688.298523 Iteration 24Q: 3 clusters Score -102513.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -102513.898438 Penalty: 688.298523 Iteration 25Q: 3 clusters Score -102513.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -102514.437500 Penalty: 688.298523 Iteration 26Q: 3 clusters Score -102514.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -102515.664062 Penalty: 688.298523 Iteration 27Q: 3 clusters Score -102515.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -102517.289062 Penalty: 688.298523 Iteration 28Q: 3 clusters Score -102517.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -102518.210938 Penalty: 688.298523 Iteration 29Q: 3 clusters Score -102518.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -102518.593750 Penalty: 688.298523 Iteration 30Q: 3 clusters Score -102518.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -102519.343750 Penalty: 688.298523 Iteration 31Q: 3 clusters Score -102519.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -102521.046875 Penalty: 688.298523 Iteration 32Q: 3 clusters Score -102521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -102521.953125 Penalty: 688.298523 Iteration 33Q: 3 clusters Score -102522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -102523.421875 Penalty: 688.298523 Iteration 34Q: 3 clusters Score -102523.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -102523.812500 Penalty: 688.298523 Iteration 35Q: 3 clusters Score -102523.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -102523.812500 Penalty: 688.298523 Iteration 36F: 3 clusters Score -102523.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52243 members Entering Unmasked Estep Score: -2915225.000000 Penalty: 494.296570 Iteration 0F: 2 clusters Score -2915225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26040 members Mstep: Class 2 contains 26203 members Entering Unmasked Estep Score: -2880138.250000 Penalty: 988.593140 Iteration 0F: 3 clusters Score -2880138 nChanged 25383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 27996 members Entering Unmasked Estep Score: -2896314.750000 Penalty: 988.593140 Iteration 1F: 3 clusters Score -2896315 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22451 members Mstep: Class 2 contains 29792 members Entering Unmasked Estep Score: -2898072.500000 Penalty: 988.593140 Iteration 2F: 3 clusters Score -2898072 nChanged 3827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 32249 members Entering Unmasked Estep Score: -2900690.500000 Penalty: 988.593140 Iteration 3F: 3 clusters Score -2900690 nChanged 4081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 35054 members Entering Unmasked Estep Score: -2903781.000000 Penalty: 988.593140 Iteration 4F: 3 clusters Score -2903781 nChanged 3685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14622 members Mstep: Class 2 contains 37621 members Entering Unmasked Estep Score: -2906724.500000 Penalty: 988.593140 Iteration 5F: 3 clusters Score -2906724 nChanged 3070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 39837 members Entering Unmasked Estep Score: -2909494.750000 Penalty: 988.593140 Iteration 6F: 3 clusters Score -2909495 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 41441 members Entering Unmasked Estep Score: -2911691.500000 Penalty: 988.593140 Iteration 7Q: 3 clusters Score -2911692 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 42559 members Entering Unmasked Estep Score: -2913294.500000 Penalty: 988.593140 Iteration 8Q: 3 clusters Score -2913294 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 43303 members Entering Unmasked Estep Score: -2914422.250000 Penalty: 988.593140 Iteration 9Q: 3 clusters Score -2914422 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 43834 members Entering Unmasked Estep Score: -2915195.250000 Penalty: 988.593140 Iteration 10Q: 3 clusters Score -2915195 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 44165 members Entering Unmasked Estep Score: -2915612.500000 Penalty: 988.593140 Iteration 11Q: 3 clusters Score -2915612 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 44350 members Entering Unmasked Estep Score: -2915768.500000 Penalty: 988.593140 Iteration 12Q: 3 clusters Score -2915768 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 44467 members Entering Unmasked Estep Score: -2915863.000000 Penalty: 988.593140 Iteration 13Q: 3 clusters Score -2915863 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 44531 members Entering Unmasked Estep Score: -2915892.750000 Penalty: 988.593140 Iteration 14Q: 3 clusters Score -2915893 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 44570 members Entering Unmasked Estep Score: -2915920.750000 Penalty: 988.593140 Iteration 15Q: 3 clusters Score -2915921 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 44588 members Entering Unmasked Estep Score: -2915944.750000 Penalty: 988.593140 Iteration 16Q: 3 clusters Score -2915945 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 44595 members Entering Unmasked Estep Score: -2915954.250000 Penalty: 988.593140 Iteration 17Q: 3 clusters Score -2915954 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 44599 members Entering Unmasked Estep Score: -2915957.000000 Penalty: 988.593140 Iteration 18Q: 3 clusters Score -2915957 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 44599 members Entering Unmasked Estep Score: -2915959.250000 Penalty: 988.593140 Iteration 19Q: 3 clusters Score -2915959 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 44585 members Entering Unmasked Estep Score: -2915957.750000 Penalty: 988.593140 Iteration 20F: 3 clusters Score -2915958 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 44575 members Entering Unmasked Estep Score: -2915961.000000 Penalty: 988.593140 Iteration 21Q: 3 clusters Score -2915961 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 44558 members Entering Unmasked Estep Score: -2915953.750000 Penalty: 988.593140 Iteration 22Q: 3 clusters Score -2915954 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 44553 members Entering Unmasked Estep Score: -2915957.000000 Penalty: 988.593140 Iteration 23Q: 3 clusters Score -2915957 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 44533 members Entering Unmasked Estep Score: -2915955.000000 Penalty: 988.593140 Iteration 24Q: 3 clusters Score -2915955 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 44512 members Entering Unmasked Estep Score: -2915960.250000 Penalty: 988.593140 Iteration 25Q: 3 clusters Score -2915960 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 44489 members Entering Unmasked Estep Score: -2915962.000000 Penalty: 988.593140 Iteration 26Q: 3 clusters Score -2915962 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 44459 members Entering Unmasked Estep Score: -2915964.500000 Penalty: 988.593140 Iteration 27Q: 3 clusters Score -2915964 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 44431 members Entering Unmasked Estep Score: -2915958.000000 Penalty: 988.593140 Iteration 28Q: 3 clusters Score -2915958 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 44399 members Entering Unmasked Estep Score: -2915955.500000 Penalty: 988.593140 Iteration 29Q: 3 clusters Score -2915956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 44378 members Entering Unmasked Estep Score: -2915961.750000 Penalty: 988.593140 Iteration 30Q: 3 clusters Score -2915962 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 44360 members Entering Unmasked Estep Score: -2915966.500000 Penalty: 988.593140 Iteration 31Q: 3 clusters Score -2915966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 44345 members Entering Unmasked Estep Score: -2915967.750000 Penalty: 988.593140 Iteration 32Q: 3 clusters Score -2915968 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 44333 members Entering Unmasked Estep Score: -2915966.500000 Penalty: 988.593140 Iteration 33Q: 3 clusters Score -2915966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 44318 members Entering Unmasked Estep Score: -2915968.750000 Penalty: 988.593140 Iteration 34Q: 3 clusters Score -2915969 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 44310 members Entering Unmasked Estep Score: -2915966.750000 Penalty: 988.593140 Iteration 35Q: 3 clusters Score -2915967 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 44304 members Entering Unmasked Estep Score: -2915966.500000 Penalty: 988.593140 Iteration 36Q: 3 clusters Score -2915966 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 44298 members Entering Unmasked Estep Score: -2915966.750000 Penalty: 988.593140 Iteration 37Q: 3 clusters Score -2915967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 44294 members Entering Unmasked Estep Score: -2915969.750000 Penalty: 988.593140 Iteration 38Q: 3 clusters Score -2915970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 44293 members Entering Unmasked Estep Score: -2915967.000000 Penalty: 988.593140 Iteration 39Q: 3 clusters Score -2915967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 44292 members Entering Unmasked Estep Score: -2915967.500000 Penalty: 988.593140 Iteration 40F: 3 clusters Score -2915968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 44291 members Entering Unmasked Estep Score: -2915967.250000 Penalty: 988.593140 Iteration 41Q: 3 clusters Score -2915967 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 44291 members Entering Unmasked Estep Score: -2915967.250000 Penalty: 988.593140 Iteration 42F: 3 clusters Score -2915967 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 4361 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 5693 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Mstep: Class 26 contains 44291 members Entering Unmasked Estep Score: -21377650.000000 Penalty: 15299.242188 Splitting cluster 3 changes total score from -21376854.000000 to -21377650.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 4 (5308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Entering Unmasked Estep Score: -256060.843750 Penalty: 390.252136 Iteration 0F: 2 clusters Score -256060.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -252505.421875 Penalty: 780.504272 Iteration 0F: 3 clusters Score -252505.4 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -253818.031250 Penalty: 780.504272 Iteration 1F: 3 clusters Score -253818 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -254055.281250 Penalty: 780.504272 Iteration 2F: 3 clusters Score -254055.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -254359.187500 Penalty: 780.504272 Iteration 3F: 3 clusters Score -254359.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -254669.125000 Penalty: 780.504272 Iteration 4F: 3 clusters Score -254669.1 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -254967.718750 Penalty: 780.504272 Iteration 5F: 3 clusters Score -254967.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -255181.218750 Penalty: 780.504272 Iteration 6F: 3 clusters Score -255181.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -255338.562500 Penalty: 780.504272 Iteration 7Q: 3 clusters Score -255338.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -255431.234375 Penalty: 780.504272 Iteration 8Q: 3 clusters Score -255431.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -255489.921875 Penalty: 780.504272 Iteration 9Q: 3 clusters Score -255489.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -255538.640625 Penalty: 780.504272 Iteration 10Q: 3 clusters Score -255538.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -255582.656250 Penalty: 780.504272 Iteration 11Q: 3 clusters Score -255582.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -255636.906250 Penalty: 780.504272 Iteration 12Q: 3 clusters Score -255636.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -255690.171875 Penalty: 780.504272 Iteration 13Q: 3 clusters Score -255690.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -255731.484375 Penalty: 780.504272 Iteration 14Q: 3 clusters Score -255731.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -255772.421875 Penalty: 780.504272 Iteration 15Q: 3 clusters Score -255772.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -255801.609375 Penalty: 780.504272 Iteration 16Q: 3 clusters Score -255801.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -255817.812500 Penalty: 780.504272 Iteration 17Q: 3 clusters Score -255817.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -255829.296875 Penalty: 780.504272 Iteration 18Q: 3 clusters Score -255829.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -255837.890625 Penalty: 780.504272 Iteration 19Q: 3 clusters Score -255837.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -255846.046875 Penalty: 780.504272 Iteration 20F: 3 clusters Score -255846 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -255854.562500 Penalty: 780.504272 Iteration 21Q: 3 clusters Score -255854.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -255865.859375 Penalty: 780.504272 Iteration 22Q: 3 clusters Score -255865.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -255880.437500 Penalty: 780.504272 Iteration 23Q: 3 clusters Score -255880.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -255900.390625 Penalty: 780.504272 Iteration 24Q: 3 clusters Score -255900.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -255925.906250 Penalty: 780.504272 Iteration 25Q: 3 clusters Score -255925.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -255950.796875 Penalty: 780.504272 Iteration 26Q: 3 clusters Score -255950.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -255976.531250 Penalty: 780.504272 Iteration 27Q: 3 clusters Score -255976.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -255992.375000 Penalty: 780.504272 Iteration 28Q: 3 clusters Score -255992.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -255998.984375 Penalty: 780.504272 Iteration 29Q: 3 clusters Score -255999 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -256004.234375 Penalty: 780.504272 Iteration 30Q: 3 clusters Score -256004.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -256005.343750 Penalty: 780.504272 Iteration 31Q: 3 clusters Score -256005.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -256006.703125 Penalty: 780.504272 Iteration 32Q: 3 clusters Score -256006.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -256006.875000 Penalty: 780.504272 Iteration 33Q: 3 clusters Score -256006.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -256007.250000 Penalty: 780.504272 Iteration 34Q: 3 clusters Score -256007.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -256007.187500 Penalty: 780.504272 Iteration 35Q: 3 clusters Score -256007.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -256007.421875 Penalty: 780.504272 Iteration 36Q: 3 clusters Score -256007.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -256007.406250 Penalty: 780.504272 Iteration 37Q: 3 clusters Score -256007.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -256007.406250 Penalty: 780.504272 Iteration 38F: 3 clusters Score -256007.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23407 members Entering Unmasked Estep Score: -1315621.125000 Penalty: 457.765961 Iteration 0F: 2 clusters Score -1315621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11648 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -1300057.750000 Penalty: 915.531921 Iteration 0F: 3 clusters Score -1300058 nChanged 11152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -1306495.625000 Penalty: 915.531921 Iteration 1F: 3 clusters Score -1306496 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -1307075.000000 Penalty: 915.531921 Iteration 2F: 3 clusters Score -1307075 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -1307842.750000 Penalty: 915.531921 Iteration 3F: 3 clusters Score -1307843 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -1308899.125000 Penalty: 915.531921 Iteration 4F: 3 clusters Score -1308899 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -1310280.375000 Penalty: 915.531921 Iteration 5F: 3 clusters Score -1310280 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -1311705.000000 Penalty: 915.531921 Iteration 6F: 3 clusters Score -1311705 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -1312738.250000 Penalty: 915.531921 Iteration 7F: 3 clusters Score -1312738 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 19738 members Entering Unmasked Estep Score: -1313336.500000 Penalty: 915.531921 Iteration 8Q: 3 clusters Score -1313336 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 20273 members Entering Unmasked Estep Score: -1313689.750000 Penalty: 915.531921 Iteration 9Q: 3 clusters Score -1313690 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 20740 members Entering Unmasked Estep Score: -1313962.875000 Penalty: 915.531921 Iteration 10Q: 3 clusters Score -1313963 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -1314198.375000 Penalty: 915.531921 Iteration 11Q: 3 clusters Score -1314198 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 21475 members Entering Unmasked Estep Score: -1314383.125000 Penalty: 915.531921 Iteration 12Q: 3 clusters Score -1314383 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 21770 members Entering Unmasked Estep Score: -1314547.375000 Penalty: 915.531921 Iteration 13Q: 3 clusters Score -1314547 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -1314703.375000 Penalty: 915.531921 Iteration 14Q: 3 clusters Score -1314703 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 22273 members Entering Unmasked Estep Score: -1314847.250000 Penalty: 915.531921 Iteration 15Q: 3 clusters Score -1314847 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 22464 members Entering Unmasked Estep Score: -1314947.125000 Penalty: 915.531921 Iteration 16Q: 3 clusters Score -1314947 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 22600 members Entering Unmasked Estep Score: -1315014.875000 Penalty: 915.531921 Iteration 17Q: 3 clusters Score -1315015 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 22707 members Entering Unmasked Estep Score: -1315068.000000 Penalty: 915.531921 Iteration 18Q: 3 clusters Score -1315068 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 22799 members Entering Unmasked Estep Score: -1315109.375000 Penalty: 915.531921 Iteration 19Q: 3 clusters Score -1315109 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -1315147.250000 Penalty: 915.531921 Iteration 20F: 3 clusters Score -1315147 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 22939 members Entering Unmasked Estep Score: -1315177.250000 Penalty: 915.531921 Iteration 21Q: 3 clusters Score -1315177 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 22994 members Entering Unmasked Estep Score: -1315205.625000 Penalty: 915.531921 Iteration 22Q: 3 clusters Score -1315206 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 23032 members Entering Unmasked Estep Score: -1315218.250000 Penalty: 915.531921 Iteration 23Q: 3 clusters Score -1315218 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 23062 members Entering Unmasked Estep Score: -1315235.750000 Penalty: 915.531921 Iteration 24Q: 3 clusters Score -1315236 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -1315253.000000 Penalty: 915.531921 Iteration 25Q: 3 clusters Score -1315253 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -1315263.750000 Penalty: 915.531921 Iteration 26Q: 3 clusters Score -1315264 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -1315267.750000 Penalty: 915.531921 Iteration 27Q: 3 clusters Score -1315268 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 23134 members Entering Unmasked Estep Score: -1315270.375000 Penalty: 915.531921 Iteration 28Q: 3 clusters Score -1315270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 23141 members Entering Unmasked Estep Score: -1315273.250000 Penalty: 915.531921 Iteration 29Q: 3 clusters Score -1315273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 23144 members Entering Unmasked Estep Score: -1315274.500000 Penalty: 915.531921 Iteration 30Q: 3 clusters Score -1315274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -1315278.125000 Penalty: 915.531921 Iteration 31Q: 3 clusters Score -1315278 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 23156 members Entering Unmasked Estep Score: -1315283.250000 Penalty: 915.531921 Iteration 32Q: 3 clusters Score -1315283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -1315281.625000 Penalty: 915.531921 Iteration 33Q: 3 clusters Score -1315282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 23165 members Entering Unmasked Estep Score: -1315285.625000 Penalty: 915.531921 Iteration 34Q: 3 clusters Score -1315286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 23171 members Entering Unmasked Estep Score: -1315285.875000 Penalty: 915.531921 Iteration 35Q: 3 clusters Score -1315286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 23173 members Entering Unmasked Estep Score: -1315286.625000 Penalty: 915.531921 Iteration 36Q: 3 clusters Score -1315287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 23178 members Entering Unmasked Estep Score: -1315290.125000 Penalty: 915.531921 Iteration 37Q: 3 clusters Score -1315290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 23181 members Entering Unmasked Estep Score: -1315291.000000 Penalty: 915.531921 Iteration 38Q: 3 clusters Score -1315291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 23181 members Entering Unmasked Estep Score: -1315291.000000 Penalty: 915.531921 Iteration 39F: 3 clusters Score -1315291 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (118560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118560 members Entering Unmasked Estep Score: -6440097.000000 Penalty: 531.584412 Iteration 0F: 2 clusters Score -6440097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59151 members Mstep: Class 2 contains 59409 members Entering Unmasked Estep Score: -6359876.000000 Penalty: 1063.168823 Iteration 0F: 3 clusters Score -6359876 nChanged 57950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55123 members Mstep: Class 2 contains 63437 members Entering Unmasked Estep Score: -6397852.500000 Penalty: 1063.168823 Iteration 1F: 3 clusters Score -6397852 nChanged 7218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51747 members Mstep: Class 2 contains 66813 members Entering Unmasked Estep Score: -6402095.500000 Penalty: 1063.168823 Iteration 2F: 3 clusters Score -6402096 nChanged 7931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47402 members Mstep: Class 2 contains 71158 members Entering Unmasked Estep Score: -6407383.000000 Penalty: 1063.168823 Iteration 3F: 3 clusters Score -6407383 nChanged 7722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43096 members Mstep: Class 2 contains 75464 members Entering Unmasked Estep Score: -6412908.500000 Penalty: 1063.168823 Iteration 4F: 3 clusters Score -6412908 nChanged 7003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39367 members Mstep: Class 2 contains 79193 members Entering Unmasked Estep Score: -6418041.500000 Penalty: 1063.168823 Iteration 5F: 3 clusters Score -6418042 nChanged 5849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36336 members Mstep: Class 2 contains 82224 members Entering Unmasked Estep Score: -6421794.000000 Penalty: 1063.168823 Iteration 6Q: 3 clusters Score -6421794 nChanged 4455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33769 members Mstep: Class 2 contains 84791 members Entering Unmasked Estep Score: -6423934.000000 Penalty: 1063.168823 Iteration 7Q: 3 clusters Score -6423934 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31349 members Mstep: Class 2 contains 87211 members Entering Unmasked Estep Score: -6425180.000000 Penalty: 1063.168823 Iteration 8Q: 3 clusters Score -6425180 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28899 members Mstep: Class 2 contains 89661 members Entering Unmasked Estep Score: -6426044.500000 Penalty: 1063.168823 Iteration 9Q: 3 clusters Score -6426044 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26370 members Mstep: Class 2 contains 92190 members Entering Unmasked Estep Score: -6427011.500000 Penalty: 1063.168823 Iteration 10Q: 3 clusters Score -6427012 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23862 members Mstep: Class 2 contains 94698 members Entering Unmasked Estep Score: -6427939.000000 Penalty: 1063.168823 Iteration 11Q: 3 clusters Score -6427939 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21323 members Mstep: Class 2 contains 97237 members Entering Unmasked Estep Score: -6428941.000000 Penalty: 1063.168823 Iteration 12Q: 3 clusters Score -6428941 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18815 members Mstep: Class 2 contains 99745 members Entering Unmasked Estep Score: -6429981.500000 Penalty: 1063.168823 Iteration 13Q: 3 clusters Score -6429982 nChanged 2535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16280 members Mstep: Class 2 contains 102280 members Entering Unmasked Estep Score: -6431104.500000 Penalty: 1063.168823 Iteration 14Q: 3 clusters Score -6431104 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 104707 members Entering Unmasked Estep Score: -6432282.500000 Penalty: 1063.168823 Iteration 15Q: 3 clusters Score -6432282 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 107073 members Entering Unmasked Estep Score: -6433489.000000 Penalty: 1063.168823 Iteration 16Q: 3 clusters Score -6433489 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 109230 members Entering Unmasked Estep Score: -6434610.000000 Penalty: 1063.168823 Iteration 17Q: 3 clusters Score -6434610 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 111144 members Entering Unmasked Estep Score: -6435730.000000 Penalty: 1063.168823 Iteration 18Q: 3 clusters Score -6435730 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 112800 members Entering Unmasked Estep Score: -6436649.500000 Penalty: 1063.168823 Iteration 19Q: 3 clusters Score -6436650 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 114182 members Entering Unmasked Estep Score: -6437410.000000 Penalty: 1063.168823 Iteration 20F: 3 clusters Score -6437410 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 115319 members Entering Unmasked Estep Score: -6438070.500000 Penalty: 1063.168823 Iteration 21Q: 3 clusters Score -6438070 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 116176 members Entering Unmasked Estep Score: -6438607.500000 Penalty: 1063.168823 Iteration 22Q: 3 clusters Score -6438608 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 116797 members Entering Unmasked Estep Score: -6438978.500000 Penalty: 1063.168823 Iteration 23Q: 3 clusters Score -6438978 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 117261 members Entering Unmasked Estep Score: -6439274.500000 Penalty: 1063.168823 Iteration 24Q: 3 clusters Score -6439274 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 117568 members Entering Unmasked Estep Score: -6439439.000000 Penalty: 1063.168823 Iteration 25Q: 3 clusters Score -6439439 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 117761 members Entering Unmasked Estep Score: -6439557.000000 Penalty: 1063.168823 Iteration 26Q: 3 clusters Score -6439557 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 117896 members Entering Unmasked Estep Score: -6439640.000000 Penalty: 1063.168823 Iteration 27Q: 3 clusters Score -6439640 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 117971 members Entering Unmasked Estep Score: -6439685.500000 Penalty: 1063.168823 Iteration 28Q: 3 clusters Score -6439686 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 118027 members Entering Unmasked Estep Score: -6439726.500000 Penalty: 1063.168823 Iteration 29Q: 3 clusters Score -6439726 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 118050 members Entering Unmasked Estep Score: -6439736.000000 Penalty: 1063.168823 Iteration 30Q: 3 clusters Score -6439736 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 118063 members Entering Unmasked Estep Score: -6439738.000000 Penalty: 1063.168823 Iteration 31Q: 3 clusters Score -6439738 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 118080 members Entering Unmasked Estep Score: -6439733.500000 Penalty: 1063.168823 Iteration 32Q: 3 clusters Score -6439734 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 118091 members Entering Unmasked Estep Score: -6439737.000000 Penalty: 1063.168823 Iteration 33Q: 3 clusters Score -6439737 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 118101 members Entering Unmasked Estep Score: -6439738.000000 Penalty: 1063.168823 Iteration 34Q: 3 clusters Score -6439738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 118105 members Entering Unmasked Estep Score: -6439748.500000 Penalty: 1063.168823 Iteration 35Q: 3 clusters Score -6439748 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 118113 members Entering Unmasked Estep Score: -6439753.500000 Penalty: 1063.168823 Iteration 36Q: 3 clusters Score -6439754 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 118111 members Entering Unmasked Estep Score: -6439755.500000 Penalty: 1063.168823 Iteration 37Q: 3 clusters Score -6439756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 118113 members Entering Unmasked Estep Score: -6439754.500000 Penalty: 1063.168823 Iteration 38Q: 3 clusters Score -6439754 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 118115 members Entering Unmasked Estep Score: -6439755.500000 Penalty: 1063.168823 Iteration 39Q: 3 clusters Score -6439756 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 118120 members Entering Unmasked Estep Score: -6439751.500000 Penalty: 1063.168823 Iteration 40F: 3 clusters Score -6439752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 118122 members Entering Unmasked Estep Score: -6439752.000000 Penalty: 1063.168823 Iteration 41Q: 3 clusters Score -6439752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 118124 members Entering Unmasked Estep Score: -6439754.500000 Penalty: 1063.168823 Iteration 42Q: 3 clusters Score -6439754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 118127 members Entering Unmasked Estep Score: -6439760.500000 Penalty: 1063.168823 Iteration 43Q: 3 clusters Score -6439760 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 118132 members Entering Unmasked Estep Score: -6439761.500000 Penalty: 1063.168823 Iteration 44Q: 3 clusters Score -6439762 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 118139 members Entering Unmasked Estep Score: -6439766.500000 Penalty: 1063.168823 Iteration 45Q: 3 clusters Score -6439766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 118140 members Entering Unmasked Estep Score: -6439770.000000 Penalty: 1063.168823 Iteration 46Q: 3 clusters Score -6439770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 118140 members Entering Unmasked Estep Score: -6439780.500000 Penalty: 1063.168823 Iteration 47Q: 3 clusters Score -6439780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 118140 members Entering Unmasked Estep Score: -6439768.000000 Penalty: 1063.168823 Iteration 48Q: 3 clusters Score -6439768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 118140 members Entering Unmasked Estep Score: -6439773.500000 Penalty: 1063.168823 Iteration 49Q: 3 clusters Score -6439774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 118141 members Entering Unmasked Estep Score: -6439778.500000 Penalty: 1063.168823 Iteration 50Q: 3 clusters Score -6439778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 118145 members Entering Unmasked Estep Score: -6439775.500000 Penalty: 1063.168823 Iteration 51Q: 3 clusters Score -6439776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 118147 members Entering Unmasked Estep Score: -6439777.000000 Penalty: 1063.168823 Iteration 52Q: 3 clusters Score -6439777 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 118150 members Entering Unmasked Estep Score: -6439785.500000 Penalty: 1063.168823 Iteration 53Q: 3 clusters Score -6439786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 118151 members Entering Unmasked Estep Score: -6439779.500000 Penalty: 1063.168823 Iteration 54Q: 3 clusters Score -6439780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 118149 members Entering Unmasked Estep Score: -6439781.000000 Penalty: 1063.168823 Iteration 55Q: 3 clusters Score -6439781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 118148 members Entering Unmasked Estep Score: -6439782.500000 Penalty: 1063.168823 Iteration 56Q: 3 clusters Score -6439782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 118149 members Entering Unmasked Estep Score: -6439782.500000 Penalty: 1063.168823 Iteration 57Q: 3 clusters Score -6439782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 118148 members Entering Unmasked Estep Score: -6439780.500000 Penalty: 1063.168823 Iteration 58Q: 3 clusters Score -6439780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 118148 members Entering Unmasked Estep Score: -6439780.500000 Penalty: 1063.168823 Iteration 59F: 3 clusters Score -6439780 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (24930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24930 members Entering Unmasked Estep Score: -1308190.750000 Penalty: 460.634125 Iteration 0F: 2 clusters Score -1308191 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -1291460.875000 Penalty: 921.268250 Iteration 0F: 3 clusters Score -1291461 nChanged 12029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -1298595.125000 Penalty: 921.268250 Iteration 1F: 3 clusters Score -1298595 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -1299204.750000 Penalty: 921.268250 Iteration 2F: 3 clusters Score -1299205 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 14998 members Entering Unmasked Estep Score: -1300086.750000 Penalty: 921.268250 Iteration 3F: 3 clusters Score -1300087 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -1301134.875000 Penalty: 921.268250 Iteration 4F: 3 clusters Score -1301135 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 17354 members Entering Unmasked Estep Score: -1302105.625000 Penalty: 921.268250 Iteration 5F: 3 clusters Score -1302106 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 18599 members Entering Unmasked Estep Score: -1303078.875000 Penalty: 921.268250 Iteration 6F: 3 clusters Score -1303079 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 19818 members Entering Unmasked Estep Score: -1304040.625000 Penalty: 921.268250 Iteration 7F: 3 clusters Score -1304041 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 20968 members Entering Unmasked Estep Score: -1305032.000000 Penalty: 921.268250 Iteration 8Q: 3 clusters Score -1305032 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 21944 members Entering Unmasked Estep Score: -1305878.125000 Penalty: 921.268250 Iteration 9Q: 3 clusters Score -1305878 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 22669 members Entering Unmasked Estep Score: -1306455.125000 Penalty: 921.268250 Iteration 10Q: 3 clusters Score -1306455 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -1306789.875000 Penalty: 921.268250 Iteration 11Q: 3 clusters Score -1306790 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 23552 members Entering Unmasked Estep Score: -1307063.125000 Penalty: 921.268250 Iteration 12Q: 3 clusters Score -1307063 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 23846 members Entering Unmasked Estep Score: -1307267.625000 Penalty: 921.268250 Iteration 13Q: 3 clusters Score -1307268 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -1307384.125000 Penalty: 921.268250 Iteration 14Q: 3 clusters Score -1307384 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -1307451.125000 Penalty: 921.268250 Iteration 15Q: 3 clusters Score -1307451 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -1307508.125000 Penalty: 921.268250 Iteration 16Q: 3 clusters Score -1307508 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 24378 members Entering Unmasked Estep Score: -1307555.375000 Penalty: 921.268250 Iteration 17Q: 3 clusters Score -1307555 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 24460 members Entering Unmasked Estep Score: -1307594.625000 Penalty: 921.268250 Iteration 18Q: 3 clusters Score -1307595 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 24524 members Entering Unmasked Estep Score: -1307627.375000 Penalty: 921.268250 Iteration 19Q: 3 clusters Score -1307627 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 24581 members Entering Unmasked Estep Score: -1307655.250000 Penalty: 921.268250 Iteration 20F: 3 clusters Score -1307655 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 24620 members Entering Unmasked Estep Score: -1307684.250000 Penalty: 921.268250 Iteration 21Q: 3 clusters Score -1307684 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 24654 members Entering Unmasked Estep Score: -1307701.500000 Penalty: 921.268250 Iteration 22Q: 3 clusters Score -1307702 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 24681 members Entering Unmasked Estep Score: -1307720.875000 Penalty: 921.268250 Iteration 23Q: 3 clusters Score -1307721 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 24709 members Entering Unmasked Estep Score: -1307740.875000 Penalty: 921.268250 Iteration 24Q: 3 clusters Score -1307741 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 24722 members Entering Unmasked Estep Score: -1307749.750000 Penalty: 921.268250 Iteration 25Q: 3 clusters Score -1307750 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 24733 members Entering Unmasked Estep Score: -1307754.500000 Penalty: 921.268250 Iteration 26Q: 3 clusters Score -1307754 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 24743 members Entering Unmasked Estep Score: -1307762.625000 Penalty: 921.268250 Iteration 27Q: 3 clusters Score -1307763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 24751 members Entering Unmasked Estep Score: -1307766.875000 Penalty: 921.268250 Iteration 28Q: 3 clusters Score -1307767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 24756 members Entering Unmasked Estep Score: -1307769.875000 Penalty: 921.268250 Iteration 29Q: 3 clusters Score -1307770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 24761 members Entering Unmasked Estep Score: -1307771.125000 Penalty: 921.268250 Iteration 30Q: 3 clusters Score -1307771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 24767 members Entering Unmasked Estep Score: -1307775.750000 Penalty: 921.268250 Iteration 31Q: 3 clusters Score -1307776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 24773 members Entering Unmasked Estep Score: -1307777.750000 Penalty: 921.268250 Iteration 32Q: 3 clusters Score -1307778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 24780 members Entering Unmasked Estep Score: -1307781.250000 Penalty: 921.268250 Iteration 33Q: 3 clusters Score -1307781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 24784 members Entering Unmasked Estep Score: -1307784.125000 Penalty: 921.268250 Iteration 34Q: 3 clusters Score -1307784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 24785 members Entering Unmasked Estep Score: -1307785.125000 Penalty: 921.268250 Iteration 35Q: 3 clusters Score -1307785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 24789 members Entering Unmasked Estep Score: -1307791.375000 Penalty: 921.268250 Iteration 36Q: 3 clusters Score -1307791 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 24794 members Entering Unmasked Estep Score: -1307794.750000 Penalty: 921.268250 Iteration 37Q: 3 clusters Score -1307795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 24798 members Entering Unmasked Estep Score: -1307799.625000 Penalty: 921.268250 Iteration 38Q: 3 clusters Score -1307800 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 24802 members Entering Unmasked Estep Score: -1307806.500000 Penalty: 921.268250 Iteration 39Q: 3 clusters Score -1307806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -1307806.000000 Penalty: 921.268250 Iteration 40F: 3 clusters Score -1307806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -1307807.375000 Penalty: 921.268250 Iteration 41Q: 3 clusters Score -1307807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 24804 members Entering Unmasked Estep Score: -1307808.375000 Penalty: 921.268250 Iteration 42Q: 3 clusters Score -1307808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 24806 members Entering Unmasked Estep Score: -1307813.625000 Penalty: 921.268250 Iteration 43Q: 3 clusters Score -1307814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 24807 members Entering Unmasked Estep Score: -1307815.500000 Penalty: 921.268250 Iteration 44Q: 3 clusters Score -1307816 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 24808 members Entering Unmasked Estep Score: -1307817.000000 Penalty: 921.268250 Iteration 45Q: 3 clusters Score -1307817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 24807 members Entering Unmasked Estep Score: -1307817.750000 Penalty: 921.268250 Iteration 46Q: 3 clusters Score -1307818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 24807 members Entering Unmasked Estep Score: -1307817.750000 Penalty: 921.268250 Iteration 47F: 3 clusters Score -1307818 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Entering Unmasked Estep Score: -132832.390625 Penalty: 362.051575 Iteration 0F: 2 clusters Score -132832.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -130876.398438 Penalty: 724.103149 Iteration 0F: 3 clusters Score -130876.4 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -131749.687500 Penalty: 724.103149 Iteration 1F: 3 clusters Score -131749.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -131897.234375 Penalty: 724.103149 Iteration 2F: 3 clusters Score -131897.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -131999.578125 Penalty: 724.103149 Iteration 3F: 3 clusters Score -131999.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -132079.343750 Penalty: 724.103149 Iteration 4Q: 3 clusters Score -132079.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -132128.640625 Penalty: 724.103149 Iteration 5Q: 3 clusters Score -132128.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -132162.734375 Penalty: 724.103149 Iteration 6Q: 3 clusters Score -132162.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -132206.859375 Penalty: 724.103149 Iteration 7Q: 3 clusters Score -132206.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -132260.546875 Penalty: 724.103149 Iteration 8Q: 3 clusters Score -132260.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -132312.734375 Penalty: 724.103149 Iteration 9Q: 3 clusters Score -132312.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -132353.015625 Penalty: 724.103149 Iteration 10Q: 3 clusters Score -132353 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -132378.218750 Penalty: 724.103149 Iteration 11Q: 3 clusters Score -132378.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -132389.359375 Penalty: 724.103149 Iteration 12Q: 3 clusters Score -132389.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -132394.812500 Penalty: 724.103149 Iteration 13Q: 3 clusters Score -132394.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -132400.468750 Penalty: 724.103149 Iteration 14Q: 3 clusters Score -132400.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -132404.593750 Penalty: 724.103149 Iteration 15Q: 3 clusters Score -132404.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -132412.031250 Penalty: 724.103149 Iteration 16Q: 3 clusters Score -132412 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -132414.625000 Penalty: 724.103149 Iteration 17Q: 3 clusters Score -132414.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -132416.546875 Penalty: 724.103149 Iteration 18Q: 3 clusters Score -132416.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -132420.968750 Penalty: 724.103149 Iteration 19Q: 3 clusters Score -132421 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -132424.406250 Penalty: 724.103149 Iteration 20F: 3 clusters Score -132424.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132428.875000 Penalty: 724.103149 Iteration 21Q: 3 clusters Score -132428.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -132441.687500 Penalty: 724.103149 Iteration 22Q: 3 clusters Score -132441.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -132460.953125 Penalty: 724.103149 Iteration 23Q: 3 clusters Score -132461 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -132477.921875 Penalty: 724.103149 Iteration 24Q: 3 clusters Score -132477.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -132503.828125 Penalty: 724.103149 Iteration 25Q: 3 clusters Score -132503.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -132514.625000 Penalty: 724.103149 Iteration 26Q: 3 clusters Score -132514.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -132525.765625 Penalty: 724.103149 Iteration 27Q: 3 clusters Score -132525.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -132537.562500 Penalty: 724.103149 Iteration 28Q: 3 clusters Score -132537.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -132552.890625 Penalty: 724.103149 Iteration 29Q: 3 clusters Score -132552.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -132565.843750 Penalty: 724.103149 Iteration 30Q: 3 clusters Score -132565.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -132583.421875 Penalty: 724.103149 Iteration 31Q: 3 clusters Score -132583.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -132597.640625 Penalty: 724.103149 Iteration 32Q: 3 clusters Score -132597.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -132615.250000 Penalty: 724.103149 Iteration 33Q: 3 clusters Score -132615.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -132625.750000 Penalty: 724.103149 Iteration 34Q: 3 clusters Score -132625.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -132631.640625 Penalty: 724.103149 Iteration 35Q: 3 clusters Score -132631.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -132638.531250 Penalty: 724.103149 Iteration 36Q: 3 clusters Score -132638.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -132648.640625 Penalty: 724.103149 Iteration 37Q: 3 clusters Score -132648.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -132654.171875 Penalty: 724.103149 Iteration 38Q: 3 clusters Score -132654.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -132656.171875 Penalty: 724.103149 Iteration 39Q: 3 clusters Score -132656.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -132658.031250 Penalty: 724.103149 Iteration 40F: 3 clusters Score -132658 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -132660.671875 Penalty: 724.103149 Iteration 41Q: 3 clusters Score -132660.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -132661.843750 Penalty: 724.103149 Iteration 42Q: 3 clusters Score -132661.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -132664.468750 Penalty: 724.103149 Iteration 43Q: 3 clusters Score -132664.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -132667.375000 Penalty: 724.103149 Iteration 44Q: 3 clusters Score -132667.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -132670.750000 Penalty: 724.103149 Iteration 45Q: 3 clusters Score -132670.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -132676.281250 Penalty: 724.103149 Iteration 46Q: 3 clusters Score -132676.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -132679.093750 Penalty: 724.103149 Iteration 47Q: 3 clusters Score -132679.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -132679.640625 Penalty: 724.103149 Iteration 48Q: 3 clusters Score -132679.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -132679.656250 Penalty: 724.103149 Iteration 49Q: 3 clusters Score -132679.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -132679.656250 Penalty: 724.103149 Iteration 50F: 3 clusters Score -132679.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Entering Unmasked Estep Score: -290906.937500 Penalty: 388.495697 Iteration 0F: 2 clusters Score -290906.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -287495.375000 Penalty: 776.991394 Iteration 0F: 3 clusters Score -287495.4 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -288897.750000 Penalty: 776.991394 Iteration 1F: 3 clusters Score -288897.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -289090.250000 Penalty: 776.991394 Iteration 2F: 3 clusters Score -289090.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -289294.906250 Penalty: 776.991394 Iteration 3F: 3 clusters Score -289294.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -289497.156250 Penalty: 776.991394 Iteration 4F: 3 clusters Score -289497.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -289662.312500 Penalty: 776.991394 Iteration 5Q: 3 clusters Score -289662.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -289760.625000 Penalty: 776.991394 Iteration 6Q: 3 clusters Score -289760.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -289840.750000 Penalty: 776.991394 Iteration 7Q: 3 clusters Score -289840.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -289905.562500 Penalty: 776.991394 Iteration 8Q: 3 clusters Score -289905.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -289976.500000 Penalty: 776.991394 Iteration 9Q: 3 clusters Score -289976.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -290046.375000 Penalty: 776.991394 Iteration 10Q: 3 clusters Score -290046.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -290131.218750 Penalty: 776.991394 Iteration 11Q: 3 clusters Score -290131.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -290222.281250 Penalty: 776.991394 Iteration 12Q: 3 clusters Score -290222.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -290312.656250 Penalty: 776.991394 Iteration 13Q: 3 clusters Score -290312.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -290391.156250 Penalty: 776.991394 Iteration 14Q: 3 clusters Score -290391.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -290478.062500 Penalty: 776.991394 Iteration 15Q: 3 clusters Score -290478.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -290545.625000 Penalty: 776.991394 Iteration 16Q: 3 clusters Score -290545.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -290587.062500 Penalty: 776.991394 Iteration 17Q: 3 clusters Score -290587.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -290619.968750 Penalty: 776.991394 Iteration 18Q: 3 clusters Score -290620 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -290642.750000 Penalty: 776.991394 Iteration 19Q: 3 clusters Score -290642.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -290659.875000 Penalty: 776.991394 Iteration 20F: 3 clusters Score -290659.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -290675.500000 Penalty: 776.991394 Iteration 21Q: 3 clusters Score -290675.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -290683.500000 Penalty: 776.991394 Iteration 22Q: 3 clusters Score -290683.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -290690.125000 Penalty: 776.991394 Iteration 23Q: 3 clusters Score -290690.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -290696.000000 Penalty: 776.991394 Iteration 24Q: 3 clusters Score -290696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -290697.281250 Penalty: 776.991394 Iteration 25Q: 3 clusters Score -290697.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -290697.593750 Penalty: 776.991394 Iteration 26Q: 3 clusters Score -290697.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -290698.968750 Penalty: 776.991394 Iteration 27Q: 3 clusters Score -290699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -290699.375000 Penalty: 776.991394 Iteration 28Q: 3 clusters Score -290699.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -290699.375000 Penalty: 776.991394 Iteration 29F: 3 clusters Score -290699.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Entering Unmasked Estep Score: -246007.843750 Penalty: 381.310791 Iteration 0F: 2 clusters Score -246007.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -243067.531250 Penalty: 762.621582 Iteration 0F: 3 clusters Score -243067.5 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -244233.296875 Penalty: 762.621582 Iteration 1F: 3 clusters Score -244233.3 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -244414.984375 Penalty: 762.621582 Iteration 2F: 3 clusters Score -244415 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -244631.687500 Penalty: 762.621582 Iteration 3F: 3 clusters Score -244631.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -244876.546875 Penalty: 762.621582 Iteration 4F: 3 clusters Score -244876.5 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -245150.296875 Penalty: 762.621582 Iteration 5F: 3 clusters Score -245150.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -245421.328125 Penalty: 762.621582 Iteration 6F: 3 clusters Score -245421.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -245592.531250 Penalty: 762.621582 Iteration 7F: 3 clusters Score -245592.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -245679.781250 Penalty: 762.621582 Iteration 8Q: 3 clusters Score -245679.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -245741.000000 Penalty: 762.621582 Iteration 9Q: 3 clusters Score -245741 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -245795.171875 Penalty: 762.621582 Iteration 10Q: 3 clusters Score -245795.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -245836.125000 Penalty: 762.621582 Iteration 11Q: 3 clusters Score -245836.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -245870.156250 Penalty: 762.621582 Iteration 12Q: 3 clusters Score -245870.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -245900.140625 Penalty: 762.621582 Iteration 13Q: 3 clusters Score -245900.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -245920.765625 Penalty: 762.621582 Iteration 14Q: 3 clusters Score -245920.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -245938.265625 Penalty: 762.621582 Iteration 15Q: 3 clusters Score -245938.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -245949.218750 Penalty: 762.621582 Iteration 16Q: 3 clusters Score -245949.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -245960.187500 Penalty: 762.621582 Iteration 17Q: 3 clusters Score -245960.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -245971.437500 Penalty: 762.621582 Iteration 18Q: 3 clusters Score -245971.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -245981.125000 Penalty: 762.621582 Iteration 19Q: 3 clusters Score -245981.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -245985.640625 Penalty: 762.621582 Iteration 20F: 3 clusters Score -245985.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -245989.078125 Penalty: 762.621582 Iteration 21Q: 3 clusters Score -245989.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -245991.781250 Penalty: 762.621582 Iteration 22Q: 3 clusters Score -245991.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -245994.953125 Penalty: 762.621582 Iteration 23Q: 3 clusters Score -245995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -245996.062500 Penalty: 762.621582 Iteration 24Q: 3 clusters Score -245996.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -245997.265625 Penalty: 762.621582 Iteration 25Q: 3 clusters Score -245997.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -245998.046875 Penalty: 762.621582 Iteration 26Q: 3 clusters Score -245998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -245999.031250 Penalty: 762.621582 Iteration 27Q: 3 clusters Score -245999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -246000.000000 Penalty: 762.621582 Iteration 28Q: 3 clusters Score -246000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -246001.500000 Penalty: 762.621582 Iteration 29Q: 3 clusters Score -246001.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -246002.984375 Penalty: 762.621582 Iteration 30Q: 3 clusters Score -246003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -246003.500000 Penalty: 762.621582 Iteration 31Q: 3 clusters Score -246003.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -246004.015625 Penalty: 762.621582 Iteration 32Q: 3 clusters Score -246004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -246005.921875 Penalty: 762.621582 Iteration 33Q: 3 clusters Score -246005.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -246007.593750 Penalty: 762.621582 Iteration 34Q: 3 clusters Score -246007.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -246010.468750 Penalty: 762.621582 Iteration 35Q: 3 clusters Score -246010.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -246012.406250 Penalty: 762.621582 Iteration 36Q: 3 clusters Score -246012.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -246014.812500 Penalty: 762.621582 Iteration 37Q: 3 clusters Score -246014.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -246016.359375 Penalty: 762.621582 Iteration 38Q: 3 clusters Score -246016.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -246018.000000 Penalty: 762.621582 Iteration 39Q: 3 clusters Score -246018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -246019.984375 Penalty: 762.621582 Iteration 40F: 3 clusters Score -246020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -246021.437500 Penalty: 762.621582 Iteration 41Q: 3 clusters Score -246021.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -246023.234375 Penalty: 762.621582 Iteration 42Q: 3 clusters Score -246023.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -246025.578125 Penalty: 762.621582 Iteration 43Q: 3 clusters Score -246025.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -246028.156250 Penalty: 762.621582 Iteration 44Q: 3 clusters Score -246028.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -246030.765625 Penalty: 762.621582 Iteration 45Q: 3 clusters Score -246030.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -246032.265625 Penalty: 762.621582 Iteration 46Q: 3 clusters Score -246032.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -246033.171875 Penalty: 762.621582 Iteration 47Q: 3 clusters Score -246033.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -246034.828125 Penalty: 762.621582 Iteration 48Q: 3 clusters Score -246034.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -246038.281250 Penalty: 762.621582 Iteration 49Q: 3 clusters Score -246038.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -246041.937500 Penalty: 762.621582 Iteration 50Q: 3 clusters Score -246041.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -246044.640625 Penalty: 762.621582 Iteration 51Q: 3 clusters Score -246044.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -246047.187500 Penalty: 762.621582 Iteration 52Q: 3 clusters Score -246047.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -246048.375000 Penalty: 762.621582 Iteration 53Q: 3 clusters Score -246048.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -246050.828125 Penalty: 762.621582 Iteration 54Q: 3 clusters Score -246050.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -246051.984375 Penalty: 762.621582 Iteration 55Q: 3 clusters Score -246052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -246055.031250 Penalty: 762.621582 Iteration 56Q: 3 clusters Score -246055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -246055.703125 Penalty: 762.621582 Iteration 57Q: 3 clusters Score -246055.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -246055.703125 Penalty: 762.621582 Iteration 58F: 3 clusters Score -246055.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 5693 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Mstep: Class 26 contains 44291 members Mstep: Class 27 contains 468 members Entering Unmasked Estep Score: -21377478.000000 Penalty: 15887.674805 Splitting cluster 10 changes total score from -21376854.000000 to -21377478.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 11 (1657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Entering Unmasked Estep Score: -86267.671875 Penalty: 337.280762 Iteration 0F: 2 clusters Score -86267.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -85032.867188 Penalty: 674.561523 Iteration 0F: 3 clusters Score -85032.87 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -85461.406250 Penalty: 674.561523 Iteration 1F: 3 clusters Score -85461.41 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -85557.937500 Penalty: 674.561523 Iteration 2F: 3 clusters Score -85557.94 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -85659.718750 Penalty: 674.561523 Iteration 3F: 3 clusters Score -85659.72 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -85764.750000 Penalty: 674.561523 Iteration 4F: 3 clusters Score -85764.75 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -85836.335938 Penalty: 674.561523 Iteration 5F: 3 clusters Score -85836.34 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -85894.500000 Penalty: 674.561523 Iteration 6Q: 3 clusters Score -85894.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -85923.789062 Penalty: 674.561523 Iteration 7Q: 3 clusters Score -85923.79 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -85942.453125 Penalty: 674.561523 Iteration 8Q: 3 clusters Score -85942.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -85951.851562 Penalty: 674.561523 Iteration 9Q: 3 clusters Score -85951.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -85956.507812 Penalty: 674.561523 Iteration 10Q: 3 clusters Score -85956.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -85961.609375 Penalty: 674.561523 Iteration 11Q: 3 clusters Score -85961.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -85967.093750 Penalty: 674.561523 Iteration 12Q: 3 clusters Score -85967.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -85973.109375 Penalty: 674.561523 Iteration 13Q: 3 clusters Score -85973.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -85978.914062 Penalty: 674.561523 Iteration 14Q: 3 clusters Score -85978.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -85983.492188 Penalty: 674.561523 Iteration 15Q: 3 clusters Score -85983.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -85987.234375 Penalty: 674.561523 Iteration 16Q: 3 clusters Score -85987.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -85989.265625 Penalty: 674.561523 Iteration 17Q: 3 clusters Score -85989.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -85991.070312 Penalty: 674.561523 Iteration 18Q: 3 clusters Score -85991.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -85992.578125 Penalty: 674.561523 Iteration 19Q: 3 clusters Score -85992.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -85992.578125 Penalty: 674.561523 Iteration 20F: 3 clusters Score -85992.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Entering Unmasked Estep Score: -1267379.250000 Penalty: 459.405823 Iteration 0F: 2 clusters Score -1267379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 12254 members Entering Unmasked Estep Score: -1251179.500000 Penalty: 918.811646 Iteration 0F: 3 clusters Score -1251180 nChanged 11571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -1258673.500000 Penalty: 918.811646 Iteration 1F: 3 clusters Score -1258674 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1259241.875000 Penalty: 918.811646 Iteration 2F: 3 clusters Score -1259242 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -1259737.625000 Penalty: 918.811646 Iteration 3F: 3 clusters Score -1259738 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -1260167.375000 Penalty: 918.811646 Iteration 4Q: 3 clusters Score -1260167 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12098 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -1260500.750000 Penalty: 918.811646 Iteration 5Q: 3 clusters Score -1260501 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -1260782.125000 Penalty: 918.811646 Iteration 6Q: 3 clusters Score -1260782 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1261000.625000 Penalty: 918.811646 Iteration 7Q: 3 clusters Score -1261001 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -1261205.750000 Penalty: 918.811646 Iteration 8Q: 3 clusters Score -1261206 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -1261393.375000 Penalty: 918.811646 Iteration 9Q: 3 clusters Score -1261393 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -1261608.125000 Penalty: 918.811646 Iteration 10Q: 3 clusters Score -1261608 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -1261834.500000 Penalty: 918.811646 Iteration 11Q: 3 clusters Score -1261834 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -1262052.000000 Penalty: 918.811646 Iteration 12Q: 3 clusters Score -1262052 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 14321 members Entering Unmasked Estep Score: -1262279.625000 Penalty: 918.811646 Iteration 13Q: 3 clusters Score -1262280 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -1262530.125000 Penalty: 918.811646 Iteration 14Q: 3 clusters Score -1262530 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -1262837.250000 Penalty: 918.811646 Iteration 15Q: 3 clusters Score -1262837 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -1263225.375000 Penalty: 918.811646 Iteration 16Q: 3 clusters Score -1263225 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 16823 members Entering Unmasked Estep Score: -1263691.000000 Penalty: 918.811646 Iteration 17Q: 3 clusters Score -1263691 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 17516 members Entering Unmasked Estep Score: -1264209.500000 Penalty: 918.811646 Iteration 18Q: 3 clusters Score -1264210 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -1264816.375000 Penalty: 918.811646 Iteration 19Q: 3 clusters Score -1264816 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 18768 members Entering Unmasked Estep Score: -1265304.375000 Penalty: 918.811646 Iteration 20F: 3 clusters Score -1265304 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -1265625.750000 Penalty: 918.811646 Iteration 21Q: 3 clusters Score -1265626 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 19508 members Entering Unmasked Estep Score: -1265796.250000 Penalty: 918.811646 Iteration 22Q: 3 clusters Score -1265796 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 19778 members Entering Unmasked Estep Score: -1265907.375000 Penalty: 918.811646 Iteration 23Q: 3 clusters Score -1265907 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 19996 members Entering Unmasked Estep Score: -1265979.125000 Penalty: 918.811646 Iteration 24Q: 3 clusters Score -1265979 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -1266020.000000 Penalty: 918.811646 Iteration 25Q: 3 clusters Score -1266020 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -1266059.875000 Penalty: 918.811646 Iteration 26Q: 3 clusters Score -1266060 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -1266082.250000 Penalty: 918.811646 Iteration 27Q: 3 clusters Score -1266082 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 20665 members Entering Unmasked Estep Score: -1266114.000000 Penalty: 918.811646 Iteration 28Q: 3 clusters Score -1266114 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -1266146.625000 Penalty: 918.811646 Iteration 29Q: 3 clusters Score -1266147 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -1266174.625000 Penalty: 918.811646 Iteration 30Q: 3 clusters Score -1266175 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 21106 members Entering Unmasked Estep Score: -1266213.250000 Penalty: 918.811646 Iteration 31Q: 3 clusters Score -1266213 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -1266249.375000 Penalty: 918.811646 Iteration 32Q: 3 clusters Score -1266249 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 21397 members Entering Unmasked Estep Score: -1266287.625000 Penalty: 918.811646 Iteration 33Q: 3 clusters Score -1266288 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 21558 members Entering Unmasked Estep Score: -1266332.000000 Penalty: 918.811646 Iteration 34Q: 3 clusters Score -1266332 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 21712 members Entering Unmasked Estep Score: -1266376.250000 Penalty: 918.811646 Iteration 35Q: 3 clusters Score -1266376 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 21878 members Entering Unmasked Estep Score: -1266429.875000 Penalty: 918.811646 Iteration 36Q: 3 clusters Score -1266430 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 22041 members Entering Unmasked Estep Score: -1266482.875000 Penalty: 918.811646 Iteration 37Q: 3 clusters Score -1266483 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 22190 members Entering Unmasked Estep Score: -1266537.750000 Penalty: 918.811646 Iteration 38Q: 3 clusters Score -1266538 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 22333 members Entering Unmasked Estep Score: -1266585.625000 Penalty: 918.811646 Iteration 39Q: 3 clusters Score -1266586 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 22471 members Entering Unmasked Estep Score: -1266640.250000 Penalty: 918.811646 Iteration 40F: 3 clusters Score -1266640 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 22599 members Entering Unmasked Estep Score: -1266682.250000 Penalty: 918.811646 Iteration 41Q: 3 clusters Score -1266682 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -1266721.250000 Penalty: 918.811646 Iteration 42Q: 3 clusters Score -1266721 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 22809 members Entering Unmasked Estep Score: -1266744.875000 Penalty: 918.811646 Iteration 43Q: 3 clusters Score -1266745 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -1266777.250000 Penalty: 918.811646 Iteration 44Q: 3 clusters Score -1266777 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 23007 members Entering Unmasked Estep Score: -1266812.375000 Penalty: 918.811646 Iteration 45Q: 3 clusters Score -1266812 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 23093 members Entering Unmasked Estep Score: -1266832.000000 Penalty: 918.811646 Iteration 46Q: 3 clusters Score -1266832 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -1266847.625000 Penalty: 918.811646 Iteration 47Q: 3 clusters Score -1266848 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 23229 members Entering Unmasked Estep Score: -1266860.750000 Penalty: 918.811646 Iteration 48Q: 3 clusters Score -1266861 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 23271 members Entering Unmasked Estep Score: -1266868.875000 Penalty: 918.811646 Iteration 49Q: 3 clusters Score -1266869 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 23299 members Entering Unmasked Estep Score: -1266875.750000 Penalty: 918.811646 Iteration 50Q: 3 clusters Score -1266876 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 23331 members Entering Unmasked Estep Score: -1266879.750000 Penalty: 918.811646 Iteration 51Q: 3 clusters Score -1266880 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 23364 members Entering Unmasked Estep Score: -1266889.875000 Penalty: 918.811646 Iteration 52Q: 3 clusters Score -1266890 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -1266896.750000 Penalty: 918.811646 Iteration 53Q: 3 clusters Score -1266897 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 23421 members Entering Unmasked Estep Score: -1266902.375000 Penalty: 918.811646 Iteration 54Q: 3 clusters Score -1266902 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 23448 members Entering Unmasked Estep Score: -1266908.625000 Penalty: 918.811646 Iteration 55Q: 3 clusters Score -1266909 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -1266916.375000 Penalty: 918.811646 Iteration 56Q: 3 clusters Score -1266916 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -1266919.125000 Penalty: 918.811646 Iteration 57Q: 3 clusters Score -1266919 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 23511 members Entering Unmasked Estep Score: -1266921.250000 Penalty: 918.811646 Iteration 58Q: 3 clusters Score -1266921 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -1266923.875000 Penalty: 918.811646 Iteration 59Q: 3 clusters Score -1266924 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -1266925.000000 Penalty: 918.811646 Iteration 60F: 3 clusters Score -1266925 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -1266925.375000 Penalty: 918.811646 Iteration 61Q: 3 clusters Score -1266925 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 23559 members Entering Unmasked Estep Score: -1266926.750000 Penalty: 918.811646 Iteration 62Q: 3 clusters Score -1266927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -1266930.250000 Penalty: 918.811646 Iteration 63Q: 3 clusters Score -1266930 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -1266935.125000 Penalty: 918.811646 Iteration 64Q: 3 clusters Score -1266935 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -1266933.125000 Penalty: 918.811646 Iteration 65Q: 3 clusters Score -1266933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 23611 members Entering Unmasked Estep Score: -1266939.000000 Penalty: 918.811646 Iteration 66Q: 3 clusters Score -1266939 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -1266945.500000 Penalty: 918.811646 Iteration 67Q: 3 clusters Score -1266946 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -1266949.625000 Penalty: 918.811646 Iteration 68Q: 3 clusters Score -1266950 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -1266959.000000 Penalty: 918.811646 Iteration 69Q: 3 clusters Score -1266959 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 23704 members Entering Unmasked Estep Score: -1266969.250000 Penalty: 918.811646 Iteration 70Q: 3 clusters Score -1266969 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 23729 members Entering Unmasked Estep Score: -1266977.875000 Penalty: 918.811646 Iteration 71Q: 3 clusters Score -1266978 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -1266993.125000 Penalty: 918.811646 Iteration 72Q: 3 clusters Score -1266993 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 23780 members Entering Unmasked Estep Score: -1267003.500000 Penalty: 918.811646 Iteration 73Q: 3 clusters Score -1267004 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 23801 members Entering Unmasked Estep Score: -1267020.750000 Penalty: 918.811646 Iteration 74Q: 3 clusters Score -1267021 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 23822 members Entering Unmasked Estep Score: -1267033.500000 Penalty: 918.811646 Iteration 75Q: 3 clusters Score -1267034 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 23841 members Entering Unmasked Estep Score: -1267040.500000 Penalty: 918.811646 Iteration 76Q: 3 clusters Score -1267040 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -1267045.625000 Penalty: 918.811646 Iteration 77Q: 3 clusters Score -1267046 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 23866 members Entering Unmasked Estep Score: -1267054.000000 Penalty: 918.811646 Iteration 78Q: 3 clusters Score -1267054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 23876 members Entering Unmasked Estep Score: -1267056.875000 Penalty: 918.811646 Iteration 79Q: 3 clusters Score -1267057 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 23887 members Entering Unmasked Estep Score: -1267060.000000 Penalty: 918.811646 Iteration 80F: 3 clusters Score -1267060 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -1267064.125000 Penalty: 918.811646 Iteration 81Q: 3 clusters Score -1267064 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 23902 members Entering Unmasked Estep Score: -1267065.500000 Penalty: 918.811646 Iteration 82Q: 3 clusters Score -1267066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 23905 members Entering Unmasked Estep Score: -1267066.875000 Penalty: 918.811646 Iteration 83Q: 3 clusters Score -1267067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 23906 members Entering Unmasked Estep Score: -1267067.125000 Penalty: 918.811646 Iteration 84Q: 3 clusters Score -1267067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 23909 members Entering Unmasked Estep Score: -1267067.000000 Penalty: 918.811646 Iteration 85Q: 3 clusters Score -1267067 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -1267066.875000 Penalty: 918.811646 Iteration 86Q: 3 clusters Score -1267067 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 23913 members Entering Unmasked Estep Score: -1267068.250000 Penalty: 918.811646 Iteration 87Q: 3 clusters Score -1267068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 23913 members Entering Unmasked Estep Score: -1267068.250000 Penalty: 918.811646 Iteration 88F: 3 clusters Score -1267068 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Entering Unmasked Estep Score: -266645.250000 Penalty: 393.438171 Iteration 0F: 2 clusters Score -266645.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -262790.218750 Penalty: 786.876343 Iteration 0F: 3 clusters Score -262790.2 nChanged 2621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -264395.218750 Penalty: 786.876343 Iteration 1F: 3 clusters Score -264395.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -264687.125000 Penalty: 786.876343 Iteration 2F: 3 clusters Score -264687.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -264974.218750 Penalty: 786.876343 Iteration 3F: 3 clusters Score -264974.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -265236.718750 Penalty: 786.876343 Iteration 4F: 3 clusters Score -265236.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -265492.718750 Penalty: 786.876343 Iteration 5F: 3 clusters Score -265492.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -265755.031250 Penalty: 786.876343 Iteration 6Q: 3 clusters Score -265755 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -265984.062500 Penalty: 786.876343 Iteration 7Q: 3 clusters Score -265984.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -266102.125000 Penalty: 786.876343 Iteration 8Q: 3 clusters Score -266102.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -266188.875000 Penalty: 786.876343 Iteration 9Q: 3 clusters Score -266188.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -266261.906250 Penalty: 786.876343 Iteration 10Q: 3 clusters Score -266261.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -266307.625000 Penalty: 786.876343 Iteration 11Q: 3 clusters Score -266307.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -266332.593750 Penalty: 786.876343 Iteration 12Q: 3 clusters Score -266332.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -266350.468750 Penalty: 786.876343 Iteration 13Q: 3 clusters Score -266350.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -266367.875000 Penalty: 786.876343 Iteration 14Q: 3 clusters Score -266367.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -266385.843750 Penalty: 786.876343 Iteration 15Q: 3 clusters Score -266385.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -266398.375000 Penalty: 786.876343 Iteration 16Q: 3 clusters Score -266398.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -266407.093750 Penalty: 786.876343 Iteration 17Q: 3 clusters Score -266407.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -266414.593750 Penalty: 786.876343 Iteration 18Q: 3 clusters Score -266414.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -266430.875000 Penalty: 786.876343 Iteration 19Q: 3 clusters Score -266430.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -266444.875000 Penalty: 786.876343 Iteration 20F: 3 clusters Score -266444.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -266464.812500 Penalty: 786.876343 Iteration 21Q: 3 clusters Score -266464.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -266492.875000 Penalty: 786.876343 Iteration 22Q: 3 clusters Score -266492.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -266522.468750 Penalty: 786.876343 Iteration 23Q: 3 clusters Score -266522.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -266564.312500 Penalty: 786.876343 Iteration 24Q: 3 clusters Score -266564.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -266625.750000 Penalty: 786.876343 Iteration 25Q: 3 clusters Score -266625.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -266684.593750 Penalty: 786.876343 Iteration 26Q: 3 clusters Score -266684.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -266732.156250 Penalty: 786.876343 Iteration 27Q: 3 clusters Score -266732.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -266778.656250 Penalty: 786.876343 Iteration 28Q: 3 clusters Score -266778.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -266832.343750 Penalty: 786.876343 Iteration 29Q: 3 clusters Score -266832.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -266881.156250 Penalty: 786.876343 Iteration 30Q: 3 clusters Score -266881.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -266908.031250 Penalty: 786.876343 Iteration 31Q: 3 clusters Score -266908 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -266927.656250 Penalty: 786.876343 Iteration 32Q: 3 clusters Score -266927.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -266937.593750 Penalty: 786.876343 Iteration 33Q: 3 clusters Score -266937.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -266942.031250 Penalty: 786.876343 Iteration 34Q: 3 clusters Score -266942 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -266943.781250 Penalty: 786.876343 Iteration 35Q: 3 clusters Score -266943.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -266945.281250 Penalty: 786.876343 Iteration 36Q: 3 clusters Score -266945.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -266947.093750 Penalty: 786.876343 Iteration 37Q: 3 clusters Score -266947.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -266947.906250 Penalty: 786.876343 Iteration 38Q: 3 clusters Score -266947.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -266948.312500 Penalty: 786.876343 Iteration 39Q: 3 clusters Score -266948.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -266967.968750 Penalty: 786.876343 Iteration 40F: 3 clusters Score -266968 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -266973.406250 Penalty: 786.876343 Iteration 41Q: 3 clusters Score -266973.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -266974.593750 Penalty: 786.876343 Iteration 42Q: 3 clusters Score -266974.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -266975.625000 Penalty: 786.876343 Iteration 43Q: 3 clusters Score -266975.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -266975.375000 Penalty: 786.876343 Iteration 44Q: 3 clusters Score -266975.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -266975.781250 Penalty: 786.876343 Iteration 45Q: 3 clusters Score -266975.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -266975.781250 Penalty: 786.876343 Iteration 46F: 3 clusters Score -266975.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 6395 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Mstep: Class 26 contains 44291 members Mstep: Class 27 contains 468 members Mstep: Class 28 contains 1558 members Entering Unmasked Estep Score: -21377660.000000 Penalty: 16476.107422 Splitting cluster 13 changes total score from -21376854.000000 to -21377660.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 14 (1879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Entering Unmasked Estep Score: -108889.062500 Penalty: 343.001526 Iteration 0F: 2 clusters Score -108889.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -107549.046875 Penalty: 686.003052 Iteration 0F: 3 clusters Score -107549 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -108001.734375 Penalty: 686.003052 Iteration 1F: 3 clusters Score -108001.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -108077.960938 Penalty: 686.003052 Iteration 2F: 3 clusters Score -108078 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -108122.148438 Penalty: 686.003052 Iteration 3F: 3 clusters Score -108122.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -108161.015625 Penalty: 686.003052 Iteration 4Q: 3 clusters Score -108161 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -108202.171875 Penalty: 686.003052 Iteration 5Q: 3 clusters Score -108202.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -108241.031250 Penalty: 686.003052 Iteration 6Q: 3 clusters Score -108241 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -108293.015625 Penalty: 686.003052 Iteration 7Q: 3 clusters Score -108293 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108339.523438 Penalty: 686.003052 Iteration 8Q: 3 clusters Score -108339.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -108386.328125 Penalty: 686.003052 Iteration 9Q: 3 clusters Score -108386.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -108433.664062 Penalty: 686.003052 Iteration 10Q: 3 clusters Score -108433.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -108470.132812 Penalty: 686.003052 Iteration 11Q: 3 clusters Score -108470.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -108499.437500 Penalty: 686.003052 Iteration 12Q: 3 clusters Score -108499.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -108535.578125 Penalty: 686.003052 Iteration 13Q: 3 clusters Score -108535.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -108568.445312 Penalty: 686.003052 Iteration 14Q: 3 clusters Score -108568.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -108586.070312 Penalty: 686.003052 Iteration 15Q: 3 clusters Score -108586.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -108597.242188 Penalty: 686.003052 Iteration 16Q: 3 clusters Score -108597.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -108602.828125 Penalty: 686.003052 Iteration 17Q: 3 clusters Score -108602.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -108605.468750 Penalty: 686.003052 Iteration 18Q: 3 clusters Score -108605.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -108605.734375 Penalty: 686.003052 Iteration 19Q: 3 clusters Score -108605.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -108606.726562 Penalty: 686.003052 Iteration 20F: 3 clusters Score -108606.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -108607.648438 Penalty: 686.003052 Iteration 21Q: 3 clusters Score -108607.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -108610.078125 Penalty: 686.003052 Iteration 22Q: 3 clusters Score -108610.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -108615.429688 Penalty: 686.003052 Iteration 23Q: 3 clusters Score -108615.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -108620.281250 Penalty: 686.003052 Iteration 24Q: 3 clusters Score -108620.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -108625.671875 Penalty: 686.003052 Iteration 25Q: 3 clusters Score -108625.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -108631.765625 Penalty: 686.003052 Iteration 26Q: 3 clusters Score -108631.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -108634.406250 Penalty: 686.003052 Iteration 27Q: 3 clusters Score -108634.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -108635.515625 Penalty: 686.003052 Iteration 28Q: 3 clusters Score -108635.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -108635.515625 Penalty: 686.003052 Iteration 29F: 3 clusters Score -108635.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Entering Unmasked Estep Score: -207325.546875 Penalty: 377.059662 Iteration 0F: 2 clusters Score -207325.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -204623.218750 Penalty: 754.119324 Iteration 0F: 3 clusters Score -204623.2 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -205614.453125 Penalty: 754.119324 Iteration 1F: 3 clusters Score -205614.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -205750.109375 Penalty: 754.119324 Iteration 2F: 3 clusters Score -205750.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -205891.343750 Penalty: 754.119324 Iteration 3F: 3 clusters Score -205891.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -206040.218750 Penalty: 754.119324 Iteration 4F: 3 clusters Score -206040.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -206165.484375 Penalty: 754.119324 Iteration 5F: 3 clusters Score -206165.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -206311.281250 Penalty: 754.119324 Iteration 6F: 3 clusters Score -206311.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -206470.203125 Penalty: 754.119324 Iteration 7F: 3 clusters Score -206470.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -206605.484375 Penalty: 754.119324 Iteration 8Q: 3 clusters Score -206605.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -206736.015625 Penalty: 754.119324 Iteration 9Q: 3 clusters Score -206736 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -206811.484375 Penalty: 754.119324 Iteration 10Q: 3 clusters Score -206811.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -206860.781250 Penalty: 754.119324 Iteration 11Q: 3 clusters Score -206860.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -206889.625000 Penalty: 754.119324 Iteration 12Q: 3 clusters Score -206889.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -206907.953125 Penalty: 754.119324 Iteration 13Q: 3 clusters Score -206908 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -206917.593750 Penalty: 754.119324 Iteration 14Q: 3 clusters Score -206917.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -206923.906250 Penalty: 754.119324 Iteration 15Q: 3 clusters Score -206923.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -206928.718750 Penalty: 754.119324 Iteration 16Q: 3 clusters Score -206928.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -206933.750000 Penalty: 754.119324 Iteration 17Q: 3 clusters Score -206933.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -206940.515625 Penalty: 754.119324 Iteration 18Q: 3 clusters Score -206940.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -206946.578125 Penalty: 754.119324 Iteration 19Q: 3 clusters Score -206946.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -206951.093750 Penalty: 754.119324 Iteration 20F: 3 clusters Score -206951.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -206952.890625 Penalty: 754.119324 Iteration 21Q: 3 clusters Score -206952.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -206955.515625 Penalty: 754.119324 Iteration 22Q: 3 clusters Score -206955.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -206956.812500 Penalty: 754.119324 Iteration 23Q: 3 clusters Score -206956.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -206957.812500 Penalty: 754.119324 Iteration 24Q: 3 clusters Score -206957.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -206959.734375 Penalty: 754.119324 Iteration 25Q: 3 clusters Score -206959.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -206960.796875 Penalty: 754.119324 Iteration 26Q: 3 clusters Score -206960.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -206962.796875 Penalty: 754.119324 Iteration 27Q: 3 clusters Score -206962.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -206964.203125 Penalty: 754.119324 Iteration 28Q: 3 clusters Score -206964.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -206964.437500 Penalty: 754.119324 Iteration 29Q: 3 clusters Score -206964.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -206965.109375 Penalty: 754.119324 Iteration 30Q: 3 clusters Score -206965.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -206965.656250 Penalty: 754.119324 Iteration 31Q: 3 clusters Score -206965.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -206966.828125 Penalty: 754.119324 Iteration 32Q: 3 clusters Score -206966.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -206966.625000 Penalty: 754.119324 Iteration 33Q: 3 clusters Score -206966.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -206966.625000 Penalty: 754.119324 Iteration 34F: 3 clusters Score -206966.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Entering Unmasked Estep Score: -334728.812500 Penalty: 398.728851 Iteration 0F: 2 clusters Score -334728.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -330497.906250 Penalty: 797.457703 Iteration 0F: 3 clusters Score -330497.9 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -332294.656250 Penalty: 797.457703 Iteration 1F: 3 clusters Score -332294.7 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -332646.625000 Penalty: 797.457703 Iteration 2F: 3 clusters Score -332646.6 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -332986.781250 Penalty: 797.457703 Iteration 3F: 3 clusters Score -332986.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -333315.093750 Penalty: 797.457703 Iteration 4F: 3 clusters Score -333315.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -333591.718750 Penalty: 797.457703 Iteration 5F: 3 clusters Score -333591.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -333781.031250 Penalty: 797.457703 Iteration 6F: 3 clusters Score -333781 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -333870.750000 Penalty: 797.457703 Iteration 7Q: 3 clusters Score -333870.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -333917.812500 Penalty: 797.457703 Iteration 8Q: 3 clusters Score -333917.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -333950.812500 Penalty: 797.457703 Iteration 9Q: 3 clusters Score -333950.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -333977.718750 Penalty: 797.457703 Iteration 10Q: 3 clusters Score -333977.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -334002.656250 Penalty: 797.457703 Iteration 11Q: 3 clusters Score -334002.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -334030.906250 Penalty: 797.457703 Iteration 12Q: 3 clusters Score -334030.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -334060.343750 Penalty: 797.457703 Iteration 13Q: 3 clusters Score -334060.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -334084.750000 Penalty: 797.457703 Iteration 14Q: 3 clusters Score -334084.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -334103.906250 Penalty: 797.457703 Iteration 15Q: 3 clusters Score -334103.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -334121.937500 Penalty: 797.457703 Iteration 16Q: 3 clusters Score -334121.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -334143.468750 Penalty: 797.457703 Iteration 17Q: 3 clusters Score -334143.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -334159.312500 Penalty: 797.457703 Iteration 18Q: 3 clusters Score -334159.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -334172.250000 Penalty: 797.457703 Iteration 19Q: 3 clusters Score -334172.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -334184.281250 Penalty: 797.457703 Iteration 20F: 3 clusters Score -334184.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -334193.531250 Penalty: 797.457703 Iteration 21Q: 3 clusters Score -334193.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -334205.250000 Penalty: 797.457703 Iteration 22Q: 3 clusters Score -334205.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -334218.000000 Penalty: 797.457703 Iteration 23Q: 3 clusters Score -334218 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -334239.531250 Penalty: 797.457703 Iteration 24Q: 3 clusters Score -334239.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -334261.718750 Penalty: 797.457703 Iteration 25Q: 3 clusters Score -334261.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -334290.718750 Penalty: 797.457703 Iteration 26Q: 3 clusters Score -334290.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -334310.062500 Penalty: 797.457703 Iteration 27Q: 3 clusters Score -334310.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -334326.875000 Penalty: 797.457703 Iteration 28Q: 3 clusters Score -334326.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -334342.562500 Penalty: 797.457703 Iteration 29Q: 3 clusters Score -334342.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -334359.062500 Penalty: 797.457703 Iteration 30Q: 3 clusters Score -334359.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -334376.562500 Penalty: 797.457703 Iteration 31Q: 3 clusters Score -334376.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -334393.125000 Penalty: 797.457703 Iteration 32Q: 3 clusters Score -334393.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -334413.593750 Penalty: 797.457703 Iteration 33Q: 3 clusters Score -334413.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -334440.968750 Penalty: 797.457703 Iteration 34Q: 3 clusters Score -334441 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -334476.500000 Penalty: 797.457703 Iteration 35Q: 3 clusters Score -334476.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -334520.031250 Penalty: 797.457703 Iteration 36Q: 3 clusters Score -334520 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -334544.937500 Penalty: 797.457703 Iteration 37Q: 3 clusters Score -334544.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -334567.343750 Penalty: 797.457703 Iteration 38Q: 3 clusters Score -334567.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -334593.250000 Penalty: 797.457703 Iteration 39Q: 3 clusters Score -334593.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -334614.781250 Penalty: 797.457703 Iteration 40F: 3 clusters Score -334614.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -334629.156250 Penalty: 797.457703 Iteration 41Q: 3 clusters Score -334629.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -334641.031250 Penalty: 797.457703 Iteration 42Q: 3 clusters Score -334641 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -334664.750000 Penalty: 797.457703 Iteration 43Q: 3 clusters Score -334664.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -334685.187500 Penalty: 797.457703 Iteration 44Q: 3 clusters Score -334685.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -334712.343750 Penalty: 797.457703 Iteration 45Q: 3 clusters Score -334712.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -334745.375000 Penalty: 797.457703 Iteration 46Q: 3 clusters Score -334745.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -334787.343750 Penalty: 797.457703 Iteration 47Q: 3 clusters Score -334787.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -334822.875000 Penalty: 797.457703 Iteration 48Q: 3 clusters Score -334822.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -334845.625000 Penalty: 797.457703 Iteration 49Q: 3 clusters Score -334845.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -334856.750000 Penalty: 797.457703 Iteration 50Q: 3 clusters Score -334856.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -334866.125000 Penalty: 797.457703 Iteration 51Q: 3 clusters Score -334866.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -334868.875000 Penalty: 797.457703 Iteration 52Q: 3 clusters Score -334868.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -334870.875000 Penalty: 797.457703 Iteration 53Q: 3 clusters Score -334870.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -334872.750000 Penalty: 797.457703 Iteration 54Q: 3 clusters Score -334872.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -334874.187500 Penalty: 797.457703 Iteration 55Q: 3 clusters Score -334874.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -334874.718750 Penalty: 797.457703 Iteration 56Q: 3 clusters Score -334874.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -334875.343750 Penalty: 797.457703 Iteration 57Q: 3 clusters Score -334875.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -334875.000000 Penalty: 797.457703 Iteration 58Q: 3 clusters Score -334875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -334875.500000 Penalty: 797.457703 Iteration 59Q: 3 clusters Score -334875.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -334875.500000 Penalty: 797.457703 Iteration 60F: 3 clusters Score -334875.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 323 members Mstep: Class 25 contains 452 members Mstep: Class 26 contains 44291 members Mstep: Class 27 contains 468 members Mstep: Class 28 contains 1558 members Mstep: Class 29 contains 5401 members Entering Unmasked Estep Score: -21377648.000000 Penalty: 17064.539062 Splitting cluster 16 changes total score from -21376854.000000 to -21377648.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 17 (23123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Entering Unmasked Estep Score: -1221475.000000 Penalty: 457.210541 Iteration 0F: 2 clusters Score -1221475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1206038.625000 Penalty: 914.421082 Iteration 0F: 3 clusters Score -1206039 nChanged 10975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1212891.500000 Penalty: 914.421082 Iteration 1F: 3 clusters Score -1212892 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -1213948.125000 Penalty: 914.421082 Iteration 2F: 3 clusters Score -1213948 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1215351.125000 Penalty: 914.421082 Iteration 3F: 3 clusters Score -1215351 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17866 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1216742.250000 Penalty: 914.421082 Iteration 4F: 3 clusters Score -1216742 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19395 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1218053.125000 Penalty: 914.421082 Iteration 5F: 3 clusters Score -1218053 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20642 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1219077.750000 Penalty: 914.421082 Iteration 6F: 3 clusters Score -1219078 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21561 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1219823.375000 Penalty: 914.421082 Iteration 7Q: 3 clusters Score -1219823 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1220364.125000 Penalty: 914.421082 Iteration 8Q: 3 clusters Score -1220364 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22607 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1220706.625000 Penalty: 914.421082 Iteration 9Q: 3 clusters Score -1220707 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1220920.375000 Penalty: 914.421082 Iteration 10Q: 3 clusters Score -1220920 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1221014.375000 Penalty: 914.421082 Iteration 11Q: 3 clusters Score -1221014 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22966 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1221054.125000 Penalty: 914.421082 Iteration 12Q: 3 clusters Score -1221054 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -1221073.625000 Penalty: 914.421082 Iteration 13Q: 3 clusters Score -1221074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -1221085.750000 Penalty: 914.421082 Iteration 14Q: 3 clusters Score -1221086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22997 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1221099.875000 Penalty: 914.421082 Iteration 15Q: 3 clusters Score -1221100 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23004 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1221109.750000 Penalty: 914.421082 Iteration 16Q: 3 clusters Score -1221110 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1221117.000000 Penalty: 914.421082 Iteration 17Q: 3 clusters Score -1221117 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23015 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1221121.375000 Penalty: 914.421082 Iteration 18Q: 3 clusters Score -1221121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23017 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1221122.000000 Penalty: 914.421082 Iteration 19Q: 3 clusters Score -1221122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23019 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1221122.500000 Penalty: 914.421082 Iteration 20F: 3 clusters Score -1221122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1221122.375000 Penalty: 914.421082 Iteration 21Q: 3 clusters Score -1221122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1221122.375000 Penalty: 914.421082 Iteration 22F: 3 clusters Score -1221122 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Entering Unmasked Estep Score: -62315.871094 Penalty: 332.690826 Iteration 0F: 2 clusters Score -62315.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -61206.312500 Penalty: 665.381653 Iteration 0F: 3 clusters Score -61206.31 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -61617.675781 Penalty: 665.381653 Iteration 1F: 3 clusters Score -61617.68 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -61732.937500 Penalty: 665.381653 Iteration 2F: 3 clusters Score -61732.94 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -61816.117188 Penalty: 665.381653 Iteration 3F: 3 clusters Score -61816.12 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -61879.046875 Penalty: 665.381653 Iteration 4F: 3 clusters Score -61879.05 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -61923.195312 Penalty: 665.381653 Iteration 5Q: 3 clusters Score -61923.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -61947.062500 Penalty: 665.381653 Iteration 6Q: 3 clusters Score -61947.06 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -61959.218750 Penalty: 665.381653 Iteration 7Q: 3 clusters Score -61959.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -61971.039062 Penalty: 665.381653 Iteration 8Q: 3 clusters Score -61971.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -61983.910156 Penalty: 665.381653 Iteration 9Q: 3 clusters Score -61983.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -62002.281250 Penalty: 665.381653 Iteration 10Q: 3 clusters Score -62002.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -62018.078125 Penalty: 665.381653 Iteration 11Q: 3 clusters Score -62018.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -62031.468750 Penalty: 665.381653 Iteration 12Q: 3 clusters Score -62031.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -62041.125000 Penalty: 665.381653 Iteration 13Q: 3 clusters Score -62041.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -62047.355469 Penalty: 665.381653 Iteration 14Q: 3 clusters Score -62047.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -62055.507812 Penalty: 665.381653 Iteration 15Q: 3 clusters Score -62055.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -62060.007812 Penalty: 665.381653 Iteration 16Q: 3 clusters Score -62060.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -62068.179688 Penalty: 665.381653 Iteration 17Q: 3 clusters Score -62068.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -62073.707031 Penalty: 665.381653 Iteration 18Q: 3 clusters Score -62073.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -62077.714844 Penalty: 665.381653 Iteration 19Q: 3 clusters Score -62077.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -62080.503906 Penalty: 665.381653 Iteration 20F: 3 clusters Score -62080.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -62082.941406 Penalty: 665.381653 Iteration 21Q: 3 clusters Score -62082.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -62084.644531 Penalty: 665.381653 Iteration 22Q: 3 clusters Score -62084.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -62086.417969 Penalty: 665.381653 Iteration 23Q: 3 clusters Score -62086.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -62087.425781 Penalty: 665.381653 Iteration 24Q: 3 clusters Score -62087.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -62089.062500 Penalty: 665.381653 Iteration 25Q: 3 clusters Score -62089.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -62090.398438 Penalty: 665.381653 Iteration 26Q: 3 clusters Score -62090.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -62092.453125 Penalty: 665.381653 Iteration 27Q: 3 clusters Score -62092.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -62094.226562 Penalty: 665.381653 Iteration 28Q: 3 clusters Score -62094.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -62095.300781 Penalty: 665.381653 Iteration 29Q: 3 clusters Score -62095.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -62095.363281 Penalty: 665.381653 Iteration 30Q: 3 clusters Score -62095.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -62095.503906 Penalty: 665.381653 Iteration 31Q: 3 clusters Score -62095.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -62095.503906 Penalty: 665.381653 Iteration 32F: 3 clusters Score -62095.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Entering Unmasked Estep Score: -37272.570312 Penalty: 296.688263 Iteration 0F: 2 clusters Score -37272.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -36663.562500 Penalty: 593.376526 Iteration 0F: 3 clusters Score -36663.56 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -36821.523438 Penalty: 593.376526 Iteration 1F: 3 clusters Score -36821.52 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -36853.867188 Penalty: 593.376526 Iteration 2F: 3 clusters Score -36853.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -36874.523438 Penalty: 593.376526 Iteration 3Q: 3 clusters Score -36874.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -36887.890625 Penalty: 593.376526 Iteration 4Q: 3 clusters Score -36887.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -36898.542969 Penalty: 593.376526 Iteration 5Q: 3 clusters Score -36898.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -36909.656250 Penalty: 593.376526 Iteration 6Q: 3 clusters Score -36909.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -36918.445312 Penalty: 593.376526 Iteration 7Q: 3 clusters Score -36918.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -36923.976562 Penalty: 593.376526 Iteration 8Q: 3 clusters Score -36923.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -36929.773438 Penalty: 593.376526 Iteration 9Q: 3 clusters Score -36929.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -36933.664062 Penalty: 593.376526 Iteration 10Q: 3 clusters Score -36933.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -36937.847656 Penalty: 593.376526 Iteration 11Q: 3 clusters Score -36937.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -36940.074219 Penalty: 593.376526 Iteration 12Q: 3 clusters Score -36940.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -36941.750000 Penalty: 593.376526 Iteration 13Q: 3 clusters Score -36941.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -36944.742188 Penalty: 593.376526 Iteration 14Q: 3 clusters Score -36944.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -36946.972656 Penalty: 593.376526 Iteration 15Q: 3 clusters Score -36946.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -36947.535156 Penalty: 593.376526 Iteration 16Q: 3 clusters Score -36947.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -36948.417969 Penalty: 593.376526 Iteration 17Q: 3 clusters Score -36948.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -36948.933594 Penalty: 593.376526 Iteration 18Q: 3 clusters Score -36948.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36950.527344 Penalty: 593.376526 Iteration 19Q: 3 clusters Score -36950.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36951.273438 Penalty: 593.376526 Iteration 20F: 3 clusters Score -36951.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36951.667969 Penalty: 593.376526 Iteration 21Q: 3 clusters Score -36951.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -36952.191406 Penalty: 593.376526 Iteration 22Q: 3 clusters Score -36952.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -36952.191406 Penalty: 593.376526 Iteration 23F: 3 clusters Score -36952.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25656 members Entering Unmasked Estep Score: -1442764.500000 Penalty: 461.940247 Iteration 0F: 2 clusters Score -1442764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 12932 members Entering Unmasked Estep Score: -1425598.500000 Penalty: 923.880493 Iteration 0F: 3 clusters Score -1425598 nChanged 12324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 14652 members Entering Unmasked Estep Score: -1433536.000000 Penalty: 923.880493 Iteration 1F: 3 clusters Score -1433536 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Mstep: Class 2 contains 15694 members Entering Unmasked Estep Score: -1434424.500000 Penalty: 923.880493 Iteration 2F: 3 clusters Score -1434424 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -1435647.000000 Penalty: 923.880493 Iteration 3F: 3 clusters Score -1435647 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -1437077.250000 Penalty: 923.880493 Iteration 4F: 3 clusters Score -1437077 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 20260 members Entering Unmasked Estep Score: -1438541.000000 Penalty: 923.880493 Iteration 5F: 3 clusters Score -1438541 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 21549 members Entering Unmasked Estep Score: -1439704.375000 Penalty: 923.880493 Iteration 6F: 3 clusters Score -1439704 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -1440534.000000 Penalty: 923.880493 Iteration 7Q: 3 clusters Score -1440534 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 23243 members Entering Unmasked Estep Score: -1441101.500000 Penalty: 923.880493 Iteration 8Q: 3 clusters Score -1441102 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 23767 members Entering Unmasked Estep Score: -1441477.000000 Penalty: 923.880493 Iteration 9Q: 3 clusters Score -1441477 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 24181 members Entering Unmasked Estep Score: -1441769.500000 Penalty: 923.880493 Iteration 10Q: 3 clusters Score -1441770 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 24515 members Entering Unmasked Estep Score: -1442039.750000 Penalty: 923.880493 Iteration 11Q: 3 clusters Score -1442040 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 24746 members Entering Unmasked Estep Score: -1442262.125000 Penalty: 923.880493 Iteration 12Q: 3 clusters Score -1442262 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 24882 members Entering Unmasked Estep Score: -1442420.375000 Penalty: 923.880493 Iteration 13Q: 3 clusters Score -1442420 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 24968 members Entering Unmasked Estep Score: -1442543.625000 Penalty: 923.880493 Iteration 14Q: 3 clusters Score -1442544 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 25024 members Entering Unmasked Estep Score: -1442629.500000 Penalty: 923.880493 Iteration 15Q: 3 clusters Score -1442630 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -1442679.375000 Penalty: 923.880493 Iteration 16Q: 3 clusters Score -1442679 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 25062 members Entering Unmasked Estep Score: -1442702.125000 Penalty: 923.880493 Iteration 17Q: 3 clusters Score -1442702 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 25073 members Entering Unmasked Estep Score: -1442712.625000 Penalty: 923.880493 Iteration 18Q: 3 clusters Score -1442713 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 25077 members Entering Unmasked Estep Score: -1442720.750000 Penalty: 923.880493 Iteration 19Q: 3 clusters Score -1442721 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 25080 members Entering Unmasked Estep Score: -1442727.250000 Penalty: 923.880493 Iteration 20F: 3 clusters Score -1442727 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -1442731.625000 Penalty: 923.880493 Iteration 21Q: 3 clusters Score -1442732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -1442732.750000 Penalty: 923.880493 Iteration 22Q: 3 clusters Score -1442733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 25087 members Entering Unmasked Estep Score: -1442737.000000 Penalty: 923.880493 Iteration 23Q: 3 clusters Score -1442737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 25090 members Entering Unmasked Estep Score: -1442735.500000 Penalty: 923.880493 Iteration 24Q: 3 clusters Score -1442736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 25094 members Entering Unmasked Estep Score: -1442736.750000 Penalty: 923.880493 Iteration 25Q: 3 clusters Score -1442737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 25097 members Entering Unmasked Estep Score: -1442736.125000 Penalty: 923.880493 Iteration 26Q: 3 clusters Score -1442736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 25098 members Entering Unmasked Estep Score: -1442737.250000 Penalty: 923.880493 Iteration 27Q: 3 clusters Score -1442737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 25100 members Entering Unmasked Estep Score: -1442736.875000 Penalty: 923.880493 Iteration 28Q: 3 clusters Score -1442737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 25101 members Entering Unmasked Estep Score: -1442735.125000 Penalty: 923.880493 Iteration 29Q: 3 clusters Score -1442735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -1442735.125000 Penalty: 923.880493 Iteration 30Q: 3 clusters Score -1442735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -1442735.125000 Penalty: 923.880493 Iteration 31F: 3 clusters Score -1442735 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Entering Unmasked Estep Score: -314618.031250 Penalty: 397.194946 Iteration 0F: 2 clusters Score -314618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -310506.187500 Penalty: 794.389893 Iteration 0F: 3 clusters Score -310506.2 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -312294.468750 Penalty: 794.389893 Iteration 1F: 3 clusters Score -312294.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -312615.875000 Penalty: 794.389893 Iteration 2F: 3 clusters Score -312615.9 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -312885.531250 Penalty: 794.389893 Iteration 3F: 3 clusters Score -312885.5 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -313177.750000 Penalty: 794.389893 Iteration 4F: 3 clusters Score -313177.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -313411.687500 Penalty: 794.389893 Iteration 5F: 3 clusters Score -313411.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -313547.656250 Penalty: 794.389893 Iteration 6Q: 3 clusters Score -313547.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -313643.125000 Penalty: 794.389893 Iteration 7Q: 3 clusters Score -313643.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -313695.468750 Penalty: 794.389893 Iteration 8Q: 3 clusters Score -313695.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -313734.312500 Penalty: 794.389893 Iteration 9Q: 3 clusters Score -313734.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -313762.000000 Penalty: 794.389893 Iteration 10Q: 3 clusters Score -313762 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -313780.781250 Penalty: 794.389893 Iteration 11Q: 3 clusters Score -313780.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -313798.906250 Penalty: 794.389893 Iteration 12Q: 3 clusters Score -313798.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -313813.093750 Penalty: 794.389893 Iteration 13Q: 3 clusters Score -313813.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -313824.281250 Penalty: 794.389893 Iteration 14Q: 3 clusters Score -313824.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -313833.187500 Penalty: 794.389893 Iteration 15Q: 3 clusters Score -313833.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -313837.750000 Penalty: 794.389893 Iteration 16Q: 3 clusters Score -313837.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -313845.968750 Penalty: 794.389893 Iteration 17Q: 3 clusters Score -313846 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -313850.093750 Penalty: 794.389893 Iteration 18Q: 3 clusters Score -313850.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -313855.875000 Penalty: 794.389893 Iteration 19Q: 3 clusters Score -313855.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -313863.437500 Penalty: 794.389893 Iteration 20F: 3 clusters Score -313863.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -313871.093750 Penalty: 794.389893 Iteration 21Q: 3 clusters Score -313871.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -313881.250000 Penalty: 794.389893 Iteration 22Q: 3 clusters Score -313881.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -313886.437500 Penalty: 794.389893 Iteration 23Q: 3 clusters Score -313886.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -313890.406250 Penalty: 794.389893 Iteration 24Q: 3 clusters Score -313890.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -313894.812500 Penalty: 794.389893 Iteration 25Q: 3 clusters Score -313894.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -313897.281250 Penalty: 794.389893 Iteration 26Q: 3 clusters Score -313897.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -313899.125000 Penalty: 794.389893 Iteration 27Q: 3 clusters Score -313899.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -313902.687500 Penalty: 794.389893 Iteration 28Q: 3 clusters Score -313902.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -313902.937500 Penalty: 794.389893 Iteration 29Q: 3 clusters Score -313902.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -313904.031250 Penalty: 794.389893 Iteration 30Q: 3 clusters Score -313904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -313904.156250 Penalty: 794.389893 Iteration 31Q: 3 clusters Score -313904.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -313904.968750 Penalty: 794.389893 Iteration 32Q: 3 clusters Score -313905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -313905.843750 Penalty: 794.389893 Iteration 33Q: 3 clusters Score -313905.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -313907.125000 Penalty: 794.389893 Iteration 34Q: 3 clusters Score -313907.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -313907.750000 Penalty: 794.389893 Iteration 35Q: 3 clusters Score -313907.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -313908.718750 Penalty: 794.389893 Iteration 36Q: 3 clusters Score -313908.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -313909.093750 Penalty: 794.389893 Iteration 37Q: 3 clusters Score -313909.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -313910.375000 Penalty: 794.389893 Iteration 38Q: 3 clusters Score -313910.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -313913.218750 Penalty: 794.389893 Iteration 39Q: 3 clusters Score -313913.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -313915.218750 Penalty: 794.389893 Iteration 40F: 3 clusters Score -313915.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -313916.687500 Penalty: 794.389893 Iteration 41Q: 3 clusters Score -313916.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -313917.500000 Penalty: 794.389893 Iteration 42Q: 3 clusters Score -313917.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -313917.437500 Penalty: 794.389893 Iteration 43Q: 3 clusters Score -313917.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -313919.062500 Penalty: 794.389893 Iteration 44Q: 3 clusters Score -313919.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -313919.250000 Penalty: 794.389893 Iteration 45Q: 3 clusters Score -313919.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -313921.062500 Penalty: 794.389893 Iteration 46Q: 3 clusters Score -313921.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -313921.062500 Penalty: 794.389893 Iteration 47Q: 3 clusters Score -313921.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -313922.062500 Penalty: 794.389893 Iteration 48Q: 3 clusters Score -313922.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -313922.531250 Penalty: 794.389893 Iteration 49Q: 3 clusters Score -313922.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -313922.656250 Penalty: 794.389893 Iteration 50Q: 3 clusters Score -313922.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -313922.531250 Penalty: 794.389893 Iteration 51Q: 3 clusters Score -313922.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -313924.562500 Penalty: 794.389893 Iteration 52Q: 3 clusters Score -313924.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -313925.781250 Penalty: 794.389893 Iteration 53Q: 3 clusters Score -313925.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -313927.156250 Penalty: 794.389893 Iteration 54Q: 3 clusters Score -313927.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -313927.718750 Penalty: 794.389893 Iteration 55Q: 3 clusters Score -313927.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -313928.937500 Penalty: 794.389893 Iteration 56Q: 3 clusters Score -313928.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -313930.062500 Penalty: 794.389893 Iteration 57Q: 3 clusters Score -313930.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -313932.406250 Penalty: 794.389893 Iteration 58Q: 3 clusters Score -313932.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -313932.937500 Penalty: 794.389893 Iteration 59Q: 3 clusters Score -313932.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -313933.031250 Penalty: 794.389893 Iteration 60F: 3 clusters Score -313933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -313933.437500 Penalty: 794.389893 Iteration 61Q: 3 clusters Score -313933.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -313933.968750 Penalty: 794.389893 Iteration 62Q: 3 clusters Score -313934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -313933.812500 Penalty: 794.389893 Iteration 63Q: 3 clusters Score -313933.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -313934.187500 Penalty: 794.389893 Iteration 64Q: 3 clusters Score -313934.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -313934.625000 Penalty: 794.389893 Iteration 65Q: 3 clusters Score -313934.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -313935.187500 Penalty: 794.389893 Iteration 66Q: 3 clusters Score -313935.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -313936.093750 Penalty: 794.389893 Iteration 67Q: 3 clusters Score -313936.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -313937.343750 Penalty: 794.389893 Iteration 68Q: 3 clusters Score -313937.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -313941.750000 Penalty: 794.389893 Iteration 69Q: 3 clusters Score -313941.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -313947.593750 Penalty: 794.389893 Iteration 70Q: 3 clusters Score -313947.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -313953.750000 Penalty: 794.389893 Iteration 71Q: 3 clusters Score -313953.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -313955.812500 Penalty: 794.389893 Iteration 72Q: 3 clusters Score -313955.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -313958.625000 Penalty: 794.389893 Iteration 73Q: 3 clusters Score -313958.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -313962.125000 Penalty: 794.389893 Iteration 74Q: 3 clusters Score -313962.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -313966.656250 Penalty: 794.389893 Iteration 75Q: 3 clusters Score -313966.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -313971.750000 Penalty: 794.389893 Iteration 76Q: 3 clusters Score -313971.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -313981.437500 Penalty: 794.389893 Iteration 77Q: 3 clusters Score -313981.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -313990.000000 Penalty: 794.389893 Iteration 78Q: 3 clusters Score -313990 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -313999.375000 Penalty: 794.389893 Iteration 79Q: 3 clusters Score -313999.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -314012.875000 Penalty: 794.389893 Iteration 80F: 3 clusters Score -314012.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -314023.750000 Penalty: 794.389893 Iteration 81Q: 3 clusters Score -314023.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -314032.625000 Penalty: 794.389893 Iteration 82Q: 3 clusters Score -314032.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -314045.312500 Penalty: 794.389893 Iteration 83Q: 3 clusters Score -314045.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -314057.687500 Penalty: 794.389893 Iteration 84Q: 3 clusters Score -314057.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -314074.593750 Penalty: 794.389893 Iteration 85Q: 3 clusters Score -314074.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -314092.000000 Penalty: 794.389893 Iteration 86Q: 3 clusters Score -314092 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -314107.250000 Penalty: 794.389893 Iteration 87Q: 3 clusters Score -314107.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -314128.781250 Penalty: 794.389893 Iteration 88Q: 3 clusters Score -314128.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -314155.468750 Penalty: 794.389893 Iteration 89Q: 3 clusters Score -314155.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -314184.250000 Penalty: 794.389893 Iteration 90Q: 3 clusters Score -314184.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -314207.156250 Penalty: 794.389893 Iteration 91Q: 3 clusters Score -314207.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -314224.250000 Penalty: 794.389893 Iteration 92Q: 3 clusters Score -314224.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -314236.968750 Penalty: 794.389893 Iteration 93Q: 3 clusters Score -314237 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -314254.093750 Penalty: 794.389893 Iteration 94Q: 3 clusters Score -314254.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -314268.781250 Penalty: 794.389893 Iteration 95Q: 3 clusters Score -314268.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -314284.468750 Penalty: 794.389893 Iteration 96Q: 3 clusters Score -314284.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -314299.093750 Penalty: 794.389893 Iteration 97Q: 3 clusters Score -314299.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -314313.406250 Penalty: 794.389893 Iteration 98Q: 3 clusters Score -314313.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -314324.093750 Penalty: 794.389893 Iteration 99Q: 3 clusters Score -314324.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -314331.906250 Penalty: 794.389893 Iteration 100F: 3 clusters Score -314331.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -314337.593750 Penalty: 794.389893 Iteration 101Q: 3 clusters Score -314337.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -314346.062500 Penalty: 794.389893 Iteration 102Q: 3 clusters Score -314346.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -314351.968750 Penalty: 794.389893 Iteration 103Q: 3 clusters Score -314352 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -314357.531250 Penalty: 794.389893 Iteration 104Q: 3 clusters Score -314357.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -314360.312500 Penalty: 794.389893 Iteration 105Q: 3 clusters Score -314360.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -314361.437500 Penalty: 794.389893 Iteration 106Q: 3 clusters Score -314361.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -314362.531250 Penalty: 794.389893 Iteration 107Q: 3 clusters Score -314362.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -314362.093750 Penalty: 794.389893 Iteration 108Q: 3 clusters Score -314362.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -314362.281250 Penalty: 794.389893 Iteration 109Q: 3 clusters Score -314362.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -314362.281250 Penalty: 794.389893 Iteration 110Q: 3 clusters Score -314362.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -314362.562500 Penalty: 794.389893 Iteration 111Q: 3 clusters Score -314362.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -314362.562500 Penalty: 794.389893 Iteration 112F: 3 clusters Score -314362.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Entering Unmasked Estep Score: -245544.453125 Penalty: 384.230316 Iteration 0F: 2 clusters Score -245544.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -242451.250000 Penalty: 768.460632 Iteration 0F: 3 clusters Score -242451.2 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -243700.390625 Penalty: 768.460632 Iteration 1F: 3 clusters Score -243700.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -243895.203125 Penalty: 768.460632 Iteration 2F: 3 clusters Score -243895.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -244036.734375 Penalty: 768.460632 Iteration 3F: 3 clusters Score -244036.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -244150.156250 Penalty: 768.460632 Iteration 4F: 3 clusters Score -244150.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -244238.312500 Penalty: 768.460632 Iteration 5Q: 3 clusters Score -244238.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -244329.671875 Penalty: 768.460632 Iteration 6Q: 3 clusters Score -244329.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -244413.656250 Penalty: 768.460632 Iteration 7Q: 3 clusters Score -244413.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -244492.234375 Penalty: 768.460632 Iteration 8Q: 3 clusters Score -244492.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -244576.296875 Penalty: 768.460632 Iteration 9Q: 3 clusters Score -244576.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -244665.015625 Penalty: 768.460632 Iteration 10Q: 3 clusters Score -244665 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -244745.031250 Penalty: 768.460632 Iteration 11Q: 3 clusters Score -244745 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -244837.593750 Penalty: 768.460632 Iteration 12Q: 3 clusters Score -244837.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -244924.062500 Penalty: 768.460632 Iteration 13Q: 3 clusters Score -244924.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -244989.984375 Penalty: 768.460632 Iteration 14Q: 3 clusters Score -244990 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -245037.437500 Penalty: 768.460632 Iteration 15Q: 3 clusters Score -245037.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -245066.828125 Penalty: 768.460632 Iteration 16Q: 3 clusters Score -245066.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -245090.687500 Penalty: 768.460632 Iteration 17Q: 3 clusters Score -245090.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -245112.781250 Penalty: 768.460632 Iteration 18Q: 3 clusters Score -245112.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -245124.671875 Penalty: 768.460632 Iteration 19Q: 3 clusters Score -245124.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -245133.187500 Penalty: 768.460632 Iteration 20F: 3 clusters Score -245133.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -245144.593750 Penalty: 768.460632 Iteration 21Q: 3 clusters Score -245144.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -245150.546875 Penalty: 768.460632 Iteration 22Q: 3 clusters Score -245150.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -245160.171875 Penalty: 768.460632 Iteration 23Q: 3 clusters Score -245160.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -245170.421875 Penalty: 768.460632 Iteration 24Q: 3 clusters Score -245170.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -245176.843750 Penalty: 768.460632 Iteration 25Q: 3 clusters Score -245176.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -245180.515625 Penalty: 768.460632 Iteration 26Q: 3 clusters Score -245180.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -245185.390625 Penalty: 768.460632 Iteration 27Q: 3 clusters Score -245185.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -245189.281250 Penalty: 768.460632 Iteration 28Q: 3 clusters Score -245189.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -245192.687500 Penalty: 768.460632 Iteration 29Q: 3 clusters Score -245192.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -245195.921875 Penalty: 768.460632 Iteration 30Q: 3 clusters Score -245195.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -245201.484375 Penalty: 768.460632 Iteration 31Q: 3 clusters Score -245201.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -245208.531250 Penalty: 768.460632 Iteration 32Q: 3 clusters Score -245208.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -245214.406250 Penalty: 768.460632 Iteration 33Q: 3 clusters Score -245214.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -245220.015625 Penalty: 768.460632 Iteration 34Q: 3 clusters Score -245220 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -245223.984375 Penalty: 768.460632 Iteration 35Q: 3 clusters Score -245224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -245225.265625 Penalty: 768.460632 Iteration 36Q: 3 clusters Score -245225.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -245226.000000 Penalty: 768.460632 Iteration 37Q: 3 clusters Score -245226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -245227.125000 Penalty: 768.460632 Iteration 38Q: 3 clusters Score -245227.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -245229.218750 Penalty: 768.460632 Iteration 39Q: 3 clusters Score -245229.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -245235.828125 Penalty: 768.460632 Iteration 40F: 3 clusters Score -245235.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -245242.468750 Penalty: 768.460632 Iteration 41Q: 3 clusters Score -245242.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -245248.703125 Penalty: 768.460632 Iteration 42Q: 3 clusters Score -245248.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -245255.312500 Penalty: 768.460632 Iteration 43Q: 3 clusters Score -245255.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -245257.046875 Penalty: 768.460632 Iteration 44Q: 3 clusters Score -245257 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -245260.765625 Penalty: 768.460632 Iteration 45Q: 3 clusters Score -245260.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -245262.062500 Penalty: 768.460632 Iteration 46Q: 3 clusters Score -245262.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -245263.343750 Penalty: 768.460632 Iteration 47Q: 3 clusters Score -245263.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -245264.890625 Penalty: 768.460632 Iteration 48Q: 3 clusters Score -245264.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -245266.250000 Penalty: 768.460632 Iteration 49Q: 3 clusters Score -245266.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -245267.562500 Penalty: 768.460632 Iteration 50Q: 3 clusters Score -245267.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -245270.296875 Penalty: 768.460632 Iteration 51Q: 3 clusters Score -245270.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -245272.859375 Penalty: 768.460632 Iteration 52Q: 3 clusters Score -245272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -245274.296875 Penalty: 768.460632 Iteration 53Q: 3 clusters Score -245274.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -245274.296875 Penalty: 768.460632 Iteration 54F: 3 clusters Score -245274.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (66809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66809 members Entering Unmasked Estep Score: -3652494.250000 Penalty: 505.486511 Iteration 0F: 2 clusters Score -3652494 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33371 members Mstep: Class 2 contains 33438 members Entering Unmasked Estep Score: -3607563.250000 Penalty: 1010.973022 Iteration 0F: 3 clusters Score -3607563 nChanged 32460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31263 members Mstep: Class 2 contains 35546 members Entering Unmasked Estep Score: -3627510.250000 Penalty: 1010.973022 Iteration 1F: 3 clusters Score -3627510 nChanged 3561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29492 members Mstep: Class 2 contains 37317 members Entering Unmasked Estep Score: -3629242.250000 Penalty: 1010.973022 Iteration 2F: 3 clusters Score -3629242 nChanged 4123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 39716 members Entering Unmasked Estep Score: -3631800.500000 Penalty: 1010.973022 Iteration 3F: 3 clusters Score -3631800 nChanged 4377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Mstep: Class 2 contains 42245 members Entering Unmasked Estep Score: -3634711.250000 Penalty: 1010.973022 Iteration 4F: 3 clusters Score -3634711 nChanged 4156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22292 members Mstep: Class 2 contains 44517 members Entering Unmasked Estep Score: -3637565.000000 Penalty: 1010.973022 Iteration 5F: 3 clusters Score -3637565 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20371 members Mstep: Class 2 contains 46438 members Entering Unmasked Estep Score: -3640118.000000 Penalty: 1010.973022 Iteration 6F: 3 clusters Score -3640118 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18951 members Mstep: Class 2 contains 47858 members Entering Unmasked Estep Score: -3642186.500000 Penalty: 1010.973022 Iteration 7Q: 3 clusters Score -3642186 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17853 members Mstep: Class 2 contains 48956 members Entering Unmasked Estep Score: -3643588.500000 Penalty: 1010.973022 Iteration 8Q: 3 clusters Score -3643588 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16903 members Mstep: Class 2 contains 49906 members Entering Unmasked Estep Score: -3644383.250000 Penalty: 1010.973022 Iteration 9Q: 3 clusters Score -3644383 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 50854 members Entering Unmasked Estep Score: -3644911.750000 Penalty: 1010.973022 Iteration 10Q: 3 clusters Score -3644912 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 51874 members Entering Unmasked Estep Score: -3645372.000000 Penalty: 1010.973022 Iteration 11Q: 3 clusters Score -3645372 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 52900 members Entering Unmasked Estep Score: -3645783.250000 Penalty: 1010.973022 Iteration 12Q: 3 clusters Score -3645783 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 53982 members Entering Unmasked Estep Score: -3646193.750000 Penalty: 1010.973022 Iteration 13Q: 3 clusters Score -3646194 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 55095 members Entering Unmasked Estep Score: -3646677.750000 Penalty: 1010.973022 Iteration 14Q: 3 clusters Score -3646678 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 56233 members Entering Unmasked Estep Score: -3647201.750000 Penalty: 1010.973022 Iteration 15Q: 3 clusters Score -3647202 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 57283 members Entering Unmasked Estep Score: -3647745.750000 Penalty: 1010.973022 Iteration 16Q: 3 clusters Score -3647746 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 58348 members Entering Unmasked Estep Score: -3648274.500000 Penalty: 1010.973022 Iteration 17Q: 3 clusters Score -3648274 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 59345 members Entering Unmasked Estep Score: -3648829.000000 Penalty: 1010.973022 Iteration 18Q: 3 clusters Score -3648829 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 60272 members Entering Unmasked Estep Score: -3649337.000000 Penalty: 1010.973022 Iteration 19Q: 3 clusters Score -3649337 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 61086 members Entering Unmasked Estep Score: -3649775.750000 Penalty: 1010.973022 Iteration 20F: 3 clusters Score -3649776 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 61833 members Entering Unmasked Estep Score: -3650120.000000 Penalty: 1010.973022 Iteration 21Q: 3 clusters Score -3650120 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 62527 members Entering Unmasked Estep Score: -3650440.500000 Penalty: 1010.973022 Iteration 22Q: 3 clusters Score -3650440 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 63152 members Entering Unmasked Estep Score: -3650739.750000 Penalty: 1010.973022 Iteration 23Q: 3 clusters Score -3650740 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 63727 members Entering Unmasked Estep Score: -3650989.500000 Penalty: 1010.973022 Iteration 24Q: 3 clusters Score -3650990 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 64238 members Entering Unmasked Estep Score: -3651205.250000 Penalty: 1010.973022 Iteration 25Q: 3 clusters Score -3651205 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 64670 members Entering Unmasked Estep Score: -3651419.000000 Penalty: 1010.973022 Iteration 26Q: 3 clusters Score -3651419 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 65048 members Entering Unmasked Estep Score: -3651584.500000 Penalty: 1010.973022 Iteration 27Q: 3 clusters Score -3651584 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 65338 members Entering Unmasked Estep Score: -3651691.500000 Penalty: 1010.973022 Iteration 28Q: 3 clusters Score -3651692 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 65568 members Entering Unmasked Estep Score: -3651800.750000 Penalty: 1010.973022 Iteration 29Q: 3 clusters Score -3651801 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 65771 members Entering Unmasked Estep Score: -3651883.500000 Penalty: 1010.973022 Iteration 30Q: 3 clusters Score -3651884 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 65932 members Entering Unmasked Estep Score: -3651967.750000 Penalty: 1010.973022 Iteration 31Q: 3 clusters Score -3651968 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 66057 members Entering Unmasked Estep Score: -3652016.250000 Penalty: 1010.973022 Iteration 32Q: 3 clusters Score -3652016 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 66160 members Entering Unmasked Estep Score: -3652063.750000 Penalty: 1010.973022 Iteration 33Q: 3 clusters Score -3652064 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 66218 members Entering Unmasked Estep Score: -3652082.500000 Penalty: 1010.973022 Iteration 34Q: 3 clusters Score -3652082 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 66263 members Entering Unmasked Estep Score: -3652096.250000 Penalty: 1010.973022 Iteration 35Q: 3 clusters Score -3652096 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 66297 members Entering Unmasked Estep Score: -3652102.250000 Penalty: 1010.973022 Iteration 36Q: 3 clusters Score -3652102 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 66324 members Entering Unmasked Estep Score: -3652112.750000 Penalty: 1010.973022 Iteration 37Q: 3 clusters Score -3652113 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 66351 members Entering Unmasked Estep Score: -3652122.000000 Penalty: 1010.973022 Iteration 38Q: 3 clusters Score -3652122 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 66367 members Entering Unmasked Estep Score: -3652132.000000 Penalty: 1010.973022 Iteration 39Q: 3 clusters Score -3652132 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 66375 members Entering Unmasked Estep Score: -3652139.000000 Penalty: 1010.973022 Iteration 40F: 3 clusters Score -3652139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 66393 members Entering Unmasked Estep Score: -3652139.250000 Penalty: 1010.973022 Iteration 41Q: 3 clusters Score -3652139 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 66407 members Entering Unmasked Estep Score: -3652142.750000 Penalty: 1010.973022 Iteration 42Q: 3 clusters Score -3652143 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 66419 members Entering Unmasked Estep Score: -3652149.750000 Penalty: 1010.973022 Iteration 43Q: 3 clusters Score -3652150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 66432 members Entering Unmasked Estep Score: -3652148.750000 Penalty: 1010.973022 Iteration 44Q: 3 clusters Score -3652149 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 66441 members Entering Unmasked Estep Score: -3652153.000000 Penalty: 1010.973022 Iteration 45Q: 3 clusters Score -3652153 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 66445 members Entering Unmasked Estep Score: -3652157.250000 Penalty: 1010.973022 Iteration 46Q: 3 clusters Score -3652157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 66450 members Entering Unmasked Estep Score: -3652157.000000 Penalty: 1010.973022 Iteration 47Q: 3 clusters Score -3652157 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 66455 members Entering Unmasked Estep Score: -3652160.500000 Penalty: 1010.973022 Iteration 48Q: 3 clusters Score -3652160 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 66464 members Entering Unmasked Estep Score: -3652157.250000 Penalty: 1010.973022 Iteration 49Q: 3 clusters Score -3652157 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -3652165.000000 Penalty: 1010.973022 Iteration 50Q: 3 clusters Score -3652165 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 66479 members Entering Unmasked Estep Score: -3652167.250000 Penalty: 1010.973022 Iteration 51Q: 3 clusters Score -3652167 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 66481 members Entering Unmasked Estep Score: -3652168.000000 Penalty: 1010.973022 Iteration 52Q: 3 clusters Score -3652168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 66481 members Entering Unmasked Estep Score: -3652168.000000 Penalty: 1010.973022 Iteration 53F: 3 clusters Score -3652168 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Entering Unmasked Estep Score: -14829.980469 Penalty: 262.883179 Iteration 0F: 2 clusters Score -14829.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -14503.658203 Penalty: 525.766357 Iteration 0F: 3 clusters Score -14503.66 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -14630.350586 Penalty: 525.766357 Iteration 1F: 3 clusters Score -14630.35 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14664.104492 Penalty: 525.766357 Iteration 2F: 3 clusters Score -14664.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -14746.131836 Penalty: 525.766357 Iteration 3F: 3 clusters Score -14746.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -14812.545898 Penalty: 525.766357 Iteration 4Q: 3 clusters Score -14812.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -14839.013672 Penalty: 525.766357 Iteration 5Q: 3 clusters Score -14839.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -14852.121094 Penalty: 525.766357 Iteration 6Q: 3 clusters Score -14852.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14857.652344 Penalty: 525.766357 Iteration 7Q: 3 clusters Score -14857.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14863.414062 Penalty: 525.766357 Iteration 8Q: 3 clusters Score -14863.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -14865.665039 Penalty: 525.766357 Iteration 9Q: 3 clusters Score -14865.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14869.597656 Penalty: 525.766357 Iteration 10Q: 3 clusters Score -14869.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14888.529297 Penalty: 525.766357 Iteration 11Q: 3 clusters Score -14888.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -14929.948242 Penalty: 525.766357 Iteration 12Q: 3 clusters Score -14929.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -14975.111328 Penalty: 525.766357 Iteration 13Q: 3 clusters Score -14975.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14983.591797 Penalty: 525.766357 Iteration 14Q: 3 clusters Score -14983.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -14986.350586 Penalty: 525.766357 Iteration 15Q: 3 clusters Score -14986.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -14987.368164 Penalty: 525.766357 Iteration 16Q: 3 clusters Score -14987.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14988.107422 Penalty: 525.766357 Iteration 17Q: 3 clusters Score -14988.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14988.107422 Penalty: 525.766357 Iteration 18F: 3 clusters Score -14988.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 452 members Mstep: Class 26 contains 44291 members Mstep: Class 27 contains 468 members Mstep: Class 28 contains 1558 members Mstep: Class 29 contains 5401 members Mstep: Class 30 contains 140 members Entering Unmasked Estep Score: -21377486.000000 Penalty: 17652.972656 Splitting cluster 24 changes total score from -21376854.000000 to -21377486.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 25 (452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Entering Unmasked Estep Score: -14515.145508 Penalty: 278.172546 Iteration 0F: 2 clusters Score -14515.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -14105.527344 Penalty: 556.345093 Iteration 0F: 3 clusters Score -14105.53 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14334.846680 Penalty: 556.345093 Iteration 1F: 3 clusters Score -14334.85 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -14487.662109 Penalty: 556.345093 Iteration 2F: 3 clusters Score -14487.66 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14585.091797 Penalty: 556.345093 Iteration 3F: 3 clusters Score -14585.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -14668.642578 Penalty: 556.345093 Iteration 4F: 3 clusters Score -14668.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14681.739258 Penalty: 556.345093 Iteration 5Q: 3 clusters Score -14681.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14688.666992 Penalty: 556.345093 Iteration 6Q: 3 clusters Score -14688.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14692.138672 Penalty: 556.345093 Iteration 7Q: 3 clusters Score -14692.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14698.963867 Penalty: 556.345093 Iteration 8Q: 3 clusters Score -14698.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14700.792969 Penalty: 556.345093 Iteration 9Q: 3 clusters Score -14700.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14700.792969 Penalty: 556.345093 Iteration 10F: 3 clusters Score -14700.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 254 members Mstep: Class 26 contains 44291 members Mstep: Class 27 contains 468 members Mstep: Class 28 contains 1558 members Mstep: Class 29 contains 5401 members Mstep: Class 30 contains 140 members Mstep: Class 31 contains 198 members Entering Unmasked Estep Score: -21377362.000000 Penalty: 18241.404297 Splitting cluster 25 changes total score from -21376854.000000 to -21377362.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 7952 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23407 members Mstep: Class 6 contains 118560 members Mstep: Class 7 contains 24930 members Mstep: Class 8 contains 2856 members Mstep: Class 9 contains 5107 members Mstep: Class 10 contains 3893 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 24266 members Mstep: Class 13 contains 4135 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 23123 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 25656 members Mstep: Class 21 contains 6183 members Mstep: Class 22 contains 4650 members Mstep: Class 23 contains 66809 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 254 members Entering Unmasked Estep ConsiderDeletion Score: -21378606.000000 Penalty: 18241.404297 Iteration 79Q: 32 clusters Score -2.137861e+07 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1943 members Mstep: Class 3 contains 8004 members Mstep: Class 4 contains 5300 members Mstep: Class 5 contains 23396 members Mstep: Class 6 contains 119092 members Mstep: Class 7 contains 24986 members Mstep: Class 8 contains 2857 members Mstep: Class 9 contains 5098 members Mstep: Class 10 contains 3967 members Mstep: Class 11 contains 1669 members Mstep: Class 12 contains 24233 members Mstep: Class 13 contains 4166 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 4011 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 23063 members Mstep: Class 18 contains 1548 members Mstep: Class 19 contains 681 members Mstep: Class 20 contains 25738 members Mstep: Class 21 contains 6207 members Mstep: Class 22 contains 4775 members Mstep: Class 23 contains 66868 members Mstep: Class 24 contains 182 members Mstep: Class 25 contains 274 members Mstep: Class 26 contains 43469 members Mstep: Class 27 contains 466 members Mstep: Class 28 contains 1441 members Mstep: Class 29 contains 5306 members Mstep: Class 30 contains 123 members Mstep: Class 31 contains 197 members Entering Unmasked Estep ConsiderDeletion Score: -21379440.000000 Penalty: 18241.404297 Iteration 80F: 32 clusters Score -2.137944e+07 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1951 members Mstep: Class 3 contains 8069 members Mstep: Class 4 contains 5291 members Mstep: Class 5 contains 23394 members Mstep: Class 6 contains 119307 members Mstep: Class 7 contains 25037 members Mstep: Class 8 contains 2854 members Mstep: Class 9 contains 5091 members Mstep: Class 10 contains 4015 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24212 members Mstep: Class 13 contains 4127 members Mstep: Class 14 contains 1879 members Mstep: Class 15 contains 3850 members Mstep: Class 16 contains 1067 members Mstep: Class 17 contains 23010 members Mstep: Class 18 contains 1500 members Mstep: Class 19 contains 680 members Mstep: Class 20 contains 25763 members Mstep: Class 21 contains 6238 members Mstep: Class 22 contains 4803 members Mstep: Class 23 contains 66619 members Mstep: Class 24 contains 182 members Mstep: Class 25 contains 285 members Mstep: Class 26 contains 43248 members Mstep: Class 27 contains 474 members Mstep: Class 28 contains 1514 members Mstep: Class 29 contains 5543 members Mstep: Class 30 contains 120 members Mstep: Class 31 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -21379800.000000 Penalty: 18241.404297 Iteration 81Q: 32 clusters Score -2.13798e+07 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1953 members Mstep: Class 3 contains 8153 members Mstep: Class 4 contains 5291 members Mstep: Class 5 contains 23397 members Mstep: Class 6 contains 119379 members Mstep: Class 7 contains 25079 members Mstep: Class 8 contains 2859 members Mstep: Class 9 contains 5089 members Mstep: Class 10 contains 4064 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 24194 members Mstep: Class 13 contains 4097 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3750 members Mstep: Class 16 contains 1088 members Mstep: Class 17 contains 22962 members Mstep: Class 18 contains 1496 members Mstep: Class 19 contains 680 members Mstep: Class 20 contains 25773 members Mstep: Class 21 contains 6271 members Mstep: Class 22 contains 4835 members Mstep: Class 23 contains 66451 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 288 members Mstep: Class 26 contains 43097 members Mstep: Class 27 contains 479 members Mstep: Class 28 contains 1538 members Mstep: Class 29 contains 5694 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 219 members Entering Unmasked Estep ConsiderDeletion Score: -21379972.000000 Penalty: 18241.404297 Iteration 82Q: 32 clusters Score -2.137997e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1956 members Mstep: Class 3 contains 8233 members Mstep: Class 4 contains 5293 members Mstep: Class 5 contains 23397 members Mstep: Class 6 contains 119394 members Mstep: Class 7 contains 25117 members Mstep: Class 8 contains 2864 members Mstep: Class 9 contains 5082 members Mstep: Class 10 contains 4109 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 24173 members Mstep: Class 13 contains 4057 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 3685 members Mstep: Class 16 contains 1106 members Mstep: Class 17 contains 22919 members Mstep: Class 18 contains 1508 members Mstep: Class 19 contains 681 members Mstep: Class 20 contains 25783 members Mstep: Class 21 contains 6305 members Mstep: Class 22 contains 4866 members Mstep: Class 23 contains 66317 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 289 members Mstep: Class 26 contains 42971 members Mstep: Class 27 contains 482 members Mstep: Class 28 contains 1564 members Mstep: Class 29 contains 5809 members Mstep: Class 30 contains 116 members Mstep: Class 31 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -21379970.000000 Penalty: 18241.404297 Iteration 83Q: 32 clusters Score -2.137997e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1962 members Mstep: Class 3 contains 8314 members Mstep: Class 4 contains 5297 members Mstep: Class 5 contains 23400 members Mstep: Class 6 contains 119387 members Mstep: Class 7 contains 25152 members Mstep: Class 8 contains 2864 members Mstep: Class 9 contains 5076 members Mstep: Class 10 contains 4143 members Mstep: Class 11 contains 1670 members Mstep: Class 12 contains 24147 members Mstep: Class 13 contains 4026 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 3645 members Mstep: Class 16 contains 1116 members Mstep: Class 17 contains 22884 members Mstep: Class 18 contains 1515 members Mstep: Class 19 contains 683 members Mstep: Class 20 contains 25786 members Mstep: Class 21 contains 6343 members Mstep: Class 22 contains 4888 members Mstep: Class 23 contains 66205 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 292 members Mstep: Class 26 contains 42870 members Mstep: Class 27 contains 490 members Mstep: Class 28 contains 1569 members Mstep: Class 29 contains 5899 members Mstep: Class 30 contains 118 members Mstep: Class 31 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -21379962.000000 Penalty: 18241.404297 Iteration 84Q: 32 clusters Score -2.137996e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1969 members Mstep: Class 3 contains 8380 members Mstep: Class 4 contains 5297 members Mstep: Class 5 contains 23401 members Mstep: Class 6 contains 119352 members Mstep: Class 7 contains 25184 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 5072 members Mstep: Class 10 contains 4183 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24114 members Mstep: Class 13 contains 4006 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 3622 members Mstep: Class 16 contains 1125 members Mstep: Class 17 contains 22850 members Mstep: Class 18 contains 1520 members Mstep: Class 19 contains 684 members Mstep: Class 20 contains 25788 members Mstep: Class 21 contains 6389 members Mstep: Class 22 contains 4900 members Mstep: Class 23 contains 66133 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 293 members Mstep: Class 26 contains 42786 members Mstep: Class 27 contains 496 members Mstep: Class 28 contains 1579 members Mstep: Class 29 contains 5957 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -21379966.000000 Penalty: 18241.404297 Iteration 85Q: 32 clusters Score -2.137997e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1977 members Mstep: Class 3 contains 8436 members Mstep: Class 4 contains 5300 members Mstep: Class 5 contains 23406 members Mstep: Class 6 contains 119290 members Mstep: Class 7 contains 25215 members Mstep: Class 8 contains 2864 members Mstep: Class 9 contains 5066 members Mstep: Class 10 contains 4221 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 24108 members Mstep: Class 13 contains 3970 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 3605 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 22819 members Mstep: Class 18 contains 1528 members Mstep: Class 19 contains 683 members Mstep: Class 20 contains 25794 members Mstep: Class 21 contains 6425 members Mstep: Class 22 contains 4906 members Mstep: Class 23 contains 66079 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 295 members Mstep: Class 26 contains 42731 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1589 members Mstep: Class 29 contains 5994 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -21380002.000000 Penalty: 18241.404297 Iteration 86Q: 32 clusters Score -2.138e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1978 members Mstep: Class 3 contains 8469 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 23404 members Mstep: Class 6 contains 119215 members Mstep: Class 7 contains 25246 members Mstep: Class 8 contains 2864 members Mstep: Class 9 contains 5062 members Mstep: Class 10 contains 4269 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24107 members Mstep: Class 13 contains 3942 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1147 members Mstep: Class 17 contains 22788 members Mstep: Class 18 contains 1537 members Mstep: Class 19 contains 684 members Mstep: Class 20 contains 25796 members Mstep: Class 21 contains 6455 members Mstep: Class 22 contains 4912 members Mstep: Class 23 contains 66042 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 296 members Mstep: Class 26 contains 42705 members Mstep: Class 27 contains 499 members Mstep: Class 28 contains 1592 members Mstep: Class 29 contains 6019 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -21379990.000000 Penalty: 18241.404297 Iteration 87Q: 32 clusters Score -2.137999e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1981 members Mstep: Class 3 contains 8498 members Mstep: Class 4 contains 5307 members Mstep: Class 5 contains 23406 members Mstep: Class 6 contains 119164 members Mstep: Class 7 contains 25268 members Mstep: Class 8 contains 2864 members Mstep: Class 9 contains 5060 members Mstep: Class 10 contains 4305 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24108 members Mstep: Class 13 contains 3913 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3584 members Mstep: Class 16 contains 1159 members Mstep: Class 17 contains 22766 members Mstep: Class 18 contains 1537 members Mstep: Class 19 contains 683 members Mstep: Class 20 contains 25798 members Mstep: Class 21 contains 6492 members Mstep: Class 22 contains 4909 members Mstep: Class 23 contains 66008 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 42673 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1605 members Mstep: Class 29 contains 6039 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 223 members Entering Unmasked Estep ConsiderDeletion Score: -21380034.000000 Penalty: 18241.404297 Iteration 88Q: 32 clusters Score -2.138003e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1985 members Mstep: Class 3 contains 8514 members Mstep: Class 4 contains 5307 members Mstep: Class 5 contains 23402 members Mstep: Class 6 contains 119104 members Mstep: Class 7 contains 25284 members Mstep: Class 8 contains 2867 members Mstep: Class 9 contains 5056 members Mstep: Class 10 contains 4341 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24102 members Mstep: Class 13 contains 3888 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 3580 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 22747 members Mstep: Class 18 contains 1542 members Mstep: Class 19 contains 682 members Mstep: Class 20 contains 25798 members Mstep: Class 21 contains 6524 members Mstep: Class 22 contains 4912 members Mstep: Class 23 contains 65984 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 298 members Mstep: Class 26 contains 42660 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1614 members Mstep: Class 29 contains 6060 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -21380042.000000 Penalty: 18241.404297 Iteration 89Q: 32 clusters Score -2.138004e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1990 members Mstep: Class 3 contains 8527 members Mstep: Class 4 contains 5311 members Mstep: Class 5 contains 23401 members Mstep: Class 6 contains 119041 members Mstep: Class 7 contains 25303 members Mstep: Class 8 contains 2868 members Mstep: Class 9 contains 5054 members Mstep: Class 10 contains 4369 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24105 members Mstep: Class 13 contains 3846 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 3580 members Mstep: Class 16 contains 1175 members Mstep: Class 17 contains 22727 members Mstep: Class 18 contains 1545 members Mstep: Class 19 contains 680 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6549 members Mstep: Class 22 contains 4910 members Mstep: Class 23 contains 65964 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 42651 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1634 members Mstep: Class 29 contains 6077 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 221 members Entering Unmasked Estep ConsiderDeletion Score: -21380052.000000 Penalty: 18241.404297 Iteration 90Q: 32 clusters Score -2.138005e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1997 members Mstep: Class 3 contains 8541 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 23404 members Mstep: Class 6 contains 118991 members Mstep: Class 7 contains 25322 members Mstep: Class 8 contains 2866 members Mstep: Class 9 contains 5052 members Mstep: Class 10 contains 4397 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24110 members Mstep: Class 13 contains 3795 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 3579 members Mstep: Class 16 contains 1181 members Mstep: Class 17 contains 22710 members Mstep: Class 18 contains 1549 members Mstep: Class 19 contains 678 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6567 members Mstep: Class 22 contains 4907 members Mstep: Class 23 contains 65959 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 301 members Mstep: Class 26 contains 42636 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1661 members Mstep: Class 29 contains 6080 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 220 members Entering Unmasked Estep ConsiderDeletion Score: -21380074.000000 Penalty: 18241.404297 Iteration 91Q: 32 clusters Score -2.138007e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2003 members Mstep: Class 3 contains 8553 members Mstep: Class 4 contains 5320 members Mstep: Class 5 contains 23403 members Mstep: Class 6 contains 118926 members Mstep: Class 7 contains 25344 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 5046 members Mstep: Class 10 contains 4430 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24116 members Mstep: Class 13 contains 3759 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 3583 members Mstep: Class 16 contains 1189 members Mstep: Class 17 contains 22689 members Mstep: Class 18 contains 1557 members Mstep: Class 19 contains 677 members Mstep: Class 20 contains 25802 members Mstep: Class 21 contains 6587 members Mstep: Class 22 contains 4905 members Mstep: Class 23 contains 65953 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 302 members Mstep: Class 26 contains 42626 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1681 members Mstep: Class 29 contains 6078 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 220 members Entering Unmasked Estep ConsiderDeletion Score: -21380088.000000 Penalty: 18241.404297 Iteration 92Q: 32 clusters Score -2.138009e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2015 members Mstep: Class 3 contains 8562 members Mstep: Class 4 contains 5325 members Mstep: Class 5 contains 23404 members Mstep: Class 6 contains 118862 members Mstep: Class 7 contains 25373 members Mstep: Class 8 contains 2867 members Mstep: Class 9 contains 5041 members Mstep: Class 10 contains 4455 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 24121 members Mstep: Class 13 contains 3713 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3583 members Mstep: Class 16 contains 1195 members Mstep: Class 17 contains 22658 members Mstep: Class 18 contains 1571 members Mstep: Class 19 contains 676 members Mstep: Class 20 contains 25803 members Mstep: Class 21 contains 6604 members Mstep: Class 22 contains 4904 members Mstep: Class 23 contains 65943 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 305 members Mstep: Class 26 contains 42623 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1696 members Mstep: Class 29 contains 6079 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -21380106.000000 Penalty: 18241.404297 Iteration 93Q: 32 clusters Score -2.138011e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2030 members Mstep: Class 3 contains 8569 members Mstep: Class 4 contains 5326 members Mstep: Class 5 contains 23406 members Mstep: Class 6 contains 118806 members Mstep: Class 7 contains 25400 members Mstep: Class 8 contains 2869 members Mstep: Class 9 contains 5037 members Mstep: Class 10 contains 4476 members Mstep: Class 11 contains 1678 members Mstep: Class 12 contains 24127 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3585 members Mstep: Class 16 contains 1205 members Mstep: Class 17 contains 22629 members Mstep: Class 18 contains 1578 members Mstep: Class 19 contains 674 members Mstep: Class 20 contains 25802 members Mstep: Class 21 contains 6618 members Mstep: Class 22 contains 4908 members Mstep: Class 23 contains 65937 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 306 members Mstep: Class 26 contains 42617 members Mstep: Class 27 contains 500 members Mstep: Class 28 contains 1706 members Mstep: Class 29 contains 6073 members Mstep: Class 30 contains 120 members Mstep: Class 31 contains 219 members Entering Unmasked Estep ConsiderDeletion Score: -21380208.000000 Penalty: 18241.404297 Iteration 94Q: 32 clusters Score -2.138021e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2046 members Mstep: Class 3 contains 8575 members Mstep: Class 4 contains 5327 members Mstep: Class 5 contains 23406 members Mstep: Class 6 contains 118770 members Mstep: Class 7 contains 25424 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5032 members Mstep: Class 10 contains 4492 members Mstep: Class 11 contains 1680 members Mstep: Class 12 contains 24130 members Mstep: Class 13 contains 3648 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3587 members Mstep: Class 16 contains 1216 members Mstep: Class 17 contains 22603 members Mstep: Class 18 contains 1588 members Mstep: Class 19 contains 674 members Mstep: Class 20 contains 25801 members Mstep: Class 21 contains 6628 members Mstep: Class 22 contains 4907 members Mstep: Class 23 contains 65927 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 310 members Mstep: Class 26 contains 42613 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1715 members Mstep: Class 29 contains 6069 members Mstep: Class 30 contains 121 members Mstep: Class 31 contains 216 members Entering Unmasked Estep ConsiderDeletion Score: -21380232.000000 Penalty: 18241.404297 Iteration 95Q: 32 clusters Score -2.138023e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2056 members Mstep: Class 3 contains 8582 members Mstep: Class 4 contains 5323 members Mstep: Class 5 contains 23408 members Mstep: Class 6 contains 118744 members Mstep: Class 7 contains 25447 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5029 members Mstep: Class 10 contains 4500 members Mstep: Class 11 contains 1681 members Mstep: Class 12 contains 24123 members Mstep: Class 13 contains 3632 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3591 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 22580 members Mstep: Class 18 contains 1594 members Mstep: Class 19 contains 675 members Mstep: Class 20 contains 25801 members Mstep: Class 21 contains 6647 members Mstep: Class 22 contains 4901 members Mstep: Class 23 contains 65911 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 312 members Mstep: Class 26 contains 42609 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1720 members Mstep: Class 29 contains 6067 members Mstep: Class 30 contains 122 members Mstep: Class 31 contains 214 members Entering Unmasked Estep ConsiderDeletion Score: -21380262.000000 Penalty: 18241.404297 Iteration 96Q: 32 clusters Score -2.138026e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2069 members Mstep: Class 3 contains 8589 members Mstep: Class 4 contains 5319 members Mstep: Class 5 contains 23413 members Mstep: Class 6 contains 118727 members Mstep: Class 7 contains 25476 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 4508 members Mstep: Class 11 contains 1680 members Mstep: Class 12 contains 24103 members Mstep: Class 13 contains 3620 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3590 members Mstep: Class 16 contains 1232 members Mstep: Class 17 contains 22551 members Mstep: Class 18 contains 1601 members Mstep: Class 19 contains 675 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6668 members Mstep: Class 22 contains 4896 members Mstep: Class 23 contains 65898 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 314 members Mstep: Class 26 contains 42606 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1731 members Mstep: Class 29 contains 6064 members Mstep: Class 30 contains 123 members Mstep: Class 31 contains 211 members Entering Unmasked Estep ConsiderDeletion Score: -21380246.000000 Penalty: 18241.404297 Iteration 97Q: 32 clusters Score -2.138025e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2082 members Mstep: Class 3 contains 8593 members Mstep: Class 4 contains 5320 members Mstep: Class 5 contains 23414 members Mstep: Class 6 contains 118707 members Mstep: Class 7 contains 25500 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 4511 members Mstep: Class 11 contains 1679 members Mstep: Class 12 contains 24087 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 3588 members Mstep: Class 16 contains 1240 members Mstep: Class 17 contains 22527 members Mstep: Class 18 contains 1601 members Mstep: Class 19 contains 675 members Mstep: Class 20 contains 25799 members Mstep: Class 21 contains 6685 members Mstep: Class 22 contains 4891 members Mstep: Class 23 contains 65886 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 316 members Mstep: Class 26 contains 42606 members Mstep: Class 27 contains 501 members Mstep: Class 28 contains 1744 members Mstep: Class 29 contains 6065 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 210 members Entering Unmasked Estep ConsiderDeletion Score: -21380240.000000 Penalty: 18241.404297 Iteration 98Q: 32 clusters Score -2.138024e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2091 members Mstep: Class 3 contains 8596 members Mstep: Class 4 contains 5322 members Mstep: Class 5 contains 23417 members Mstep: Class 6 contains 118695 members Mstep: Class 7 contains 25528 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 4514 members Mstep: Class 11 contains 1678 members Mstep: Class 12 contains 24072 members Mstep: Class 13 contains 3589 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 3590 members Mstep: Class 16 contains 1244 members Mstep: Class 17 contains 22498 members Mstep: Class 18 contains 1601 members Mstep: Class 19 contains 674 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6697 members Mstep: Class 22 contains 4886 members Mstep: Class 23 contains 65874 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 319 members Mstep: Class 26 contains 42603 members Mstep: Class 27 contains 502 members Mstep: Class 28 contains 1758 members Mstep: Class 29 contains 6070 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 210 members Entering Unmasked Estep ConsiderDeletion Score: -21380244.000000 Penalty: 18241.404297 Iteration 99Q: 32 clusters Score -2.138024e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2102 members Mstep: Class 3 contains 8600 members Mstep: Class 4 contains 5323 members Mstep: Class 5 contains 23419 members Mstep: Class 6 contains 118685 members Mstep: Class 7 contains 25554 members Mstep: Class 8 contains 2871 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 4514 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24054 members Mstep: Class 13 contains 3578 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 3592 members Mstep: Class 16 contains 1249 members Mstep: Class 17 contains 22471 members Mstep: Class 18 contains 1604 members Mstep: Class 19 contains 673 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6714 members Mstep: Class 22 contains 4879 members Mstep: Class 23 contains 65868 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 320 members Mstep: Class 26 contains 42601 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1769 members Mstep: Class 29 contains 6070 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 210 members Entering Unmasked Estep ConsiderDeletion Score: -21380214.000000 Penalty: 18241.404297 Iteration 100F: 32 clusters Score -2.138021e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2105 members Mstep: Class 3 contains 8602 members Mstep: Class 4 contains 5325 members Mstep: Class 5 contains 23422 members Mstep: Class 6 contains 118668 members Mstep: Class 7 contains 25570 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 5023 members Mstep: Class 10 contains 4516 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24056 members Mstep: Class 13 contains 3573 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1250 members Mstep: Class 17 contains 22452 members Mstep: Class 18 contains 1606 members Mstep: Class 19 contains 671 members Mstep: Class 20 contains 25800 members Mstep: Class 21 contains 6723 members Mstep: Class 22 contains 4875 members Mstep: Class 23 contains 65861 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 326 members Mstep: Class 26 contains 42600 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1773 members Mstep: Class 29 contains 6074 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -21380234.000000 Penalty: 18241.404297 Iteration 101Q: 32 clusters Score -2.138023e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2109 members Mstep: Class 3 contains 8604 members Mstep: Class 4 contains 5323 members Mstep: Class 5 contains 23424 members Mstep: Class 6 contains 118647 members Mstep: Class 7 contains 25586 members Mstep: Class 8 contains 2874 members Mstep: Class 9 contains 5021 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24058 members Mstep: Class 13 contains 3567 members Mstep: Class 14 contains 1885 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22435 members Mstep: Class 18 contains 1608 members Mstep: Class 19 contains 669 members Mstep: Class 20 contains 25801 members Mstep: Class 21 contains 6733 members Mstep: Class 22 contains 4869 members Mstep: Class 23 contains 65859 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 330 members Mstep: Class 26 contains 42600 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1779 members Mstep: Class 29 contains 6074 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -21380250.000000 Penalty: 18241.404297 Iteration 102Q: 32 clusters Score -2.138025e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2115 members Mstep: Class 3 contains 8608 members Mstep: Class 4 contains 5320 members Mstep: Class 5 contains 23425 members Mstep: Class 6 contains 118622 members Mstep: Class 7 contains 25602 members Mstep: Class 8 contains 2874 members Mstep: Class 9 contains 5020 members Mstep: Class 10 contains 4520 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24067 members Mstep: Class 13 contains 3560 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22419 members Mstep: Class 18 contains 1608 members Mstep: Class 19 contains 670 members Mstep: Class 20 contains 25802 members Mstep: Class 21 contains 6740 members Mstep: Class 22 contains 4865 members Mstep: Class 23 contains 65855 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 333 members Mstep: Class 26 contains 42600 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1786 members Mstep: Class 29 contains 6075 members Mstep: Class 30 contains 123 members Mstep: Class 31 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -21380262.000000 Penalty: 18241.404297 Iteration 103Q: 32 clusters Score -2.138026e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2122 members Mstep: Class 3 contains 8611 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 23426 members Mstep: Class 6 contains 118599 members Mstep: Class 7 contains 25617 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 5018 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24073 members Mstep: Class 13 contains 3558 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22405 members Mstep: Class 18 contains 1608 members Mstep: Class 19 contains 670 members Mstep: Class 20 contains 25802 members Mstep: Class 21 contains 6749 members Mstep: Class 22 contains 4862 members Mstep: Class 23 contains 65852 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 336 members Mstep: Class 26 contains 42600 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1793 members Mstep: Class 29 contains 6075 members Mstep: Class 30 contains 123 members Mstep: Class 31 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -21380254.000000 Penalty: 18241.404297 Iteration 104Q: 32 clusters Score -2.138025e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2126 members Mstep: Class 3 contains 8612 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118591 members Mstep: Class 7 contains 25637 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24071 members Mstep: Class 13 contains 3554 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22385 members Mstep: Class 18 contains 1610 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25803 members Mstep: Class 21 contains 6754 members Mstep: Class 22 contains 4860 members Mstep: Class 23 contains 65852 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 338 members Mstep: Class 26 contains 42599 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1793 members Mstep: Class 29 contains 6075 members Mstep: Class 30 contains 124 members Mstep: Class 31 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -21380270.000000 Penalty: 18241.404297 Iteration 105Q: 32 clusters Score -2.138027e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2129 members Mstep: Class 3 contains 8612 members Mstep: Class 4 contains 5316 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118583 members Mstep: Class 7 contains 25650 members Mstep: Class 8 contains 2872 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24072 members Mstep: Class 13 contains 3541 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22373 members Mstep: Class 18 contains 1615 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25805 members Mstep: Class 21 contains 6762 members Mstep: Class 22 contains 4856 members Mstep: Class 23 contains 65850 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 340 members Mstep: Class 26 contains 42599 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1795 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 125 members Mstep: Class 31 contains 204 members Entering Unmasked Estep ConsiderDeletion Score: -21380250.000000 Penalty: 18241.404297 Iteration 106Q: 32 clusters Score -2.138025e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 2132 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5315 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118574 members Mstep: Class 7 contains 25670 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24074 members Mstep: Class 13 contains 3532 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3592 members Mstep: Class 16 contains 1251 members Mstep: Class 17 contains 22352 members Mstep: Class 18 contains 1617 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25805 members Mstep: Class 21 contains 6767 members Mstep: Class 22 contains 4854 members Mstep: Class 23 contains 65850 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 342 members Mstep: Class 26 contains 42598 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1797 members Mstep: Class 29 contains 6077 members Mstep: Class 30 contains 125 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380270.000000 Penalty: 18241.404297 Iteration 107Q: 32 clusters Score -2.138027e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118569 members Mstep: Class 7 contains 25680 members Mstep: Class 8 contains 2874 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 24071 members Mstep: Class 13 contains 3523 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3592 members Mstep: Class 16 contains 1252 members Mstep: Class 17 contains 22341 members Mstep: Class 18 contains 1622 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25804 members Mstep: Class 21 contains 6775 members Mstep: Class 22 contains 4849 members Mstep: Class 23 contains 65848 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 343 members Mstep: Class 26 contains 42598 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1800 members Mstep: Class 29 contains 6077 members Mstep: Class 30 contains 125 members Mstep: Class 31 contains 201 members Entering Unmasked Estep ConsiderDeletion Score: -21380274.000000 Penalty: 18241.404297 Iteration 108Q: 32 clusters Score -2.138027e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5316 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118567 members Mstep: Class 7 contains 25690 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 5015 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 24069 members Mstep: Class 13 contains 3513 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22330 members Mstep: Class 18 contains 1627 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6779 members Mstep: Class 22 contains 4845 members Mstep: Class 23 contains 65848 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 344 members Mstep: Class 26 contains 42597 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1803 members Mstep: Class 29 contains 6075 members Mstep: Class 30 contains 125 members Mstep: Class 31 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -21380282.000000 Penalty: 18241.404297 Iteration 109Q: 32 clusters Score -2.138028e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5315 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118568 members Mstep: Class 7 contains 25700 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 5014 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 24069 members Mstep: Class 13 contains 3502 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22318 members Mstep: Class 18 contains 1631 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6783 members Mstep: Class 22 contains 4841 members Mstep: Class 23 contains 65846 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 345 members Mstep: Class 26 contains 42597 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1807 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 125 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380254.000000 Penalty: 18241.404297 Iteration 110Q: 32 clusters Score -2.138025e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2135 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 23430 members Mstep: Class 6 contains 118569 members Mstep: Class 7 contains 25715 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 24067 members Mstep: Class 13 contains 3493 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1254 members Mstep: Class 17 contains 22303 members Mstep: Class 18 contains 1638 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6783 members Mstep: Class 22 contains 4841 members Mstep: Class 23 contains 65845 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 345 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1808 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380238.000000 Penalty: 18241.404297 Iteration 111Q: 32 clusters Score -2.138024e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2137 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 23430 members Mstep: Class 6 contains 118569 members Mstep: Class 7 contains 25723 members Mstep: Class 8 contains 2876 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 24064 members Mstep: Class 13 contains 3491 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1254 members Mstep: Class 17 contains 22296 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6782 members Mstep: Class 22 contains 4839 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 345 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1809 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380228.000000 Penalty: 18241.404297 Iteration 112Q: 32 clusters Score -2.138023e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2139 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118565 members Mstep: Class 7 contains 25738 members Mstep: Class 8 contains 2876 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 24062 members Mstep: Class 13 contains 3488 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22281 members Mstep: Class 18 contains 1641 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6785 members Mstep: Class 22 contains 4835 members Mstep: Class 23 contains 65844 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 345 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1815 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380228.000000 Penalty: 18241.404297 Iteration 113Q: 32 clusters Score -2.138023e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2140 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5313 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118561 members Mstep: Class 7 contains 25754 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4522 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24062 members Mstep: Class 13 contains 3486 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3595 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22264 members Mstep: Class 18 contains 1642 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6787 members Mstep: Class 22 contains 4832 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 346 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1819 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380218.000000 Penalty: 18241.404297 Iteration 114Q: 32 clusters Score -2.138022e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2140 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5312 members Mstep: Class 5 contains 23429 members Mstep: Class 6 contains 118561 members Mstep: Class 7 contains 25768 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4521 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24061 members Mstep: Class 13 contains 3484 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3596 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22250 members Mstep: Class 18 contains 1643 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6788 members Mstep: Class 22 contains 4826 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 346 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1829 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380200.000000 Penalty: 18241.404297 Iteration 115Q: 32 clusters Score -2.13802e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2143 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5312 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118555 members Mstep: Class 7 contains 25784 members Mstep: Class 8 contains 2878 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4522 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24059 members Mstep: Class 13 contains 3482 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22233 members Mstep: Class 18 contains 1645 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6791 members Mstep: Class 22 contains 4818 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 346 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1840 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380206.000000 Penalty: 18241.404297 Iteration 116Q: 32 clusters Score -2.138021e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5311 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118552 members Mstep: Class 7 contains 25806 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4524 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24050 members Mstep: Class 13 contains 3481 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22212 members Mstep: Class 18 contains 1647 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6794 members Mstep: Class 22 contains 4809 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1850 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380232.000000 Penalty: 18241.404297 Iteration 117Q: 32 clusters Score -2.138023e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2158 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5311 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118547 members Mstep: Class 7 contains 25824 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 4527 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24042 members Mstep: Class 13 contains 3479 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22196 members Mstep: Class 18 contains 1648 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6796 members Mstep: Class 22 contains 4801 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42596 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1860 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21380248.000000 Penalty: 18241.404297 Iteration 118Q: 32 clusters Score -2.138025e+07 nChanged 50 Entering ConstructFrom: Score: -21380248.000000 Penalty: 18241.404297 Entering ConstructFrom: Trying to split cluster 1 (1684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Entering Unmasked Estep Score: -74472.398438 Penalty: 338.016205 Iteration 0F: 2 clusters Score -74472.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -73232.609375 Penalty: 676.032410 Iteration 0F: 3 clusters Score -73232.61 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -73748.390625 Penalty: 676.032410 Iteration 1F: 3 clusters Score -73748.39 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -73844.859375 Penalty: 676.032410 Iteration 2F: 3 clusters Score -73844.86 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -73900.421875 Penalty: 676.032410 Iteration 3F: 3 clusters Score -73900.42 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -73942.390625 Penalty: 676.032410 Iteration 4Q: 3 clusters Score -73942.39 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -73986.468750 Penalty: 676.032410 Iteration 5Q: 3 clusters Score -73986.47 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -74021.984375 Penalty: 676.032410 Iteration 6Q: 3 clusters Score -74021.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -74060.046875 Penalty: 676.032410 Iteration 7Q: 3 clusters Score -74060.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -74091.679688 Penalty: 676.032410 Iteration 8Q: 3 clusters Score -74091.68 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -74126.179688 Penalty: 676.032410 Iteration 9Q: 3 clusters Score -74126.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -74149.554688 Penalty: 676.032410 Iteration 10Q: 3 clusters Score -74149.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -74166.179688 Penalty: 676.032410 Iteration 11Q: 3 clusters Score -74166.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -74176.039062 Penalty: 676.032410 Iteration 12Q: 3 clusters Score -74176.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -74181.875000 Penalty: 676.032410 Iteration 13Q: 3 clusters Score -74181.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -74186.062500 Penalty: 676.032410 Iteration 14Q: 3 clusters Score -74186.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -74188.382812 Penalty: 676.032410 Iteration 15Q: 3 clusters Score -74188.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -74190.671875 Penalty: 676.032410 Iteration 16Q: 3 clusters Score -74190.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -74192.992188 Penalty: 676.032410 Iteration 17Q: 3 clusters Score -74192.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -74194.257812 Penalty: 676.032410 Iteration 18Q: 3 clusters Score -74194.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -74195.023438 Penalty: 676.032410 Iteration 19Q: 3 clusters Score -74195.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -74195.476562 Penalty: 676.032410 Iteration 20F: 3 clusters Score -74195.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -74195.695312 Penalty: 676.032410 Iteration 21Q: 3 clusters Score -74195.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -74196.015625 Penalty: 676.032410 Iteration 22Q: 3 clusters Score -74196.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -74196.703125 Penalty: 676.032410 Iteration 23Q: 3 clusters Score -74196.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -74197.453125 Penalty: 676.032410 Iteration 24Q: 3 clusters Score -74197.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -74199.078125 Penalty: 676.032410 Iteration 25Q: 3 clusters Score -74199.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -74199.757812 Penalty: 676.032410 Iteration 26Q: 3 clusters Score -74199.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -74200.335938 Penalty: 676.032410 Iteration 27Q: 3 clusters Score -74200.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -74201.796875 Penalty: 676.032410 Iteration 28Q: 3 clusters Score -74201.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -74202.320312 Penalty: 676.032410 Iteration 29Q: 3 clusters Score -74202.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -74203.335938 Penalty: 676.032410 Iteration 30Q: 3 clusters Score -74203.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -74203.773438 Penalty: 676.032410 Iteration 31Q: 3 clusters Score -74203.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -74203.773438 Penalty: 676.032410 Iteration 32F: 3 clusters Score -74203.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Entering Unmasked Estep Score: -115026.523438 Penalty: 349.426971 Iteration 0F: 2 clusters Score -115026.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -113430.078125 Penalty: 698.853943 Iteration 0F: 3 clusters Score -113430.1 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -113976.976562 Penalty: 698.853943 Iteration 1F: 3 clusters Score -113977 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -114066.843750 Penalty: 698.853943 Iteration 2F: 3 clusters Score -114066.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -114169.507812 Penalty: 698.853943 Iteration 3F: 3 clusters Score -114169.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -114254.054688 Penalty: 698.853943 Iteration 4F: 3 clusters Score -114254.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -114323.429688 Penalty: 698.853943 Iteration 5F: 3 clusters Score -114323.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -114376.093750 Penalty: 698.853943 Iteration 6Q: 3 clusters Score -114376.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -114416.960938 Penalty: 698.853943 Iteration 7Q: 3 clusters Score -114417 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -114452.187500 Penalty: 698.853943 Iteration 8Q: 3 clusters Score -114452.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -114491.890625 Penalty: 698.853943 Iteration 9Q: 3 clusters Score -114491.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -114520.007812 Penalty: 698.853943 Iteration 10Q: 3 clusters Score -114520 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -114540.585938 Penalty: 698.853943 Iteration 11Q: 3 clusters Score -114540.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -114553.734375 Penalty: 698.853943 Iteration 12Q: 3 clusters Score -114553.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -114564.500000 Penalty: 698.853943 Iteration 13Q: 3 clusters Score -114564.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -114579.343750 Penalty: 698.853943 Iteration 14Q: 3 clusters Score -114579.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -114586.062500 Penalty: 698.853943 Iteration 15Q: 3 clusters Score -114586.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -114591.445312 Penalty: 698.853943 Iteration 16Q: 3 clusters Score -114591.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -114595.273438 Penalty: 698.853943 Iteration 17Q: 3 clusters Score -114595.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -114598.945312 Penalty: 698.853943 Iteration 18Q: 3 clusters Score -114598.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -114602.289062 Penalty: 698.853943 Iteration 19Q: 3 clusters Score -114602.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -114606.179688 Penalty: 698.853943 Iteration 20F: 3 clusters Score -114606.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -114608.335938 Penalty: 698.853943 Iteration 21Q: 3 clusters Score -114608.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -114609.476562 Penalty: 698.853943 Iteration 22Q: 3 clusters Score -114609.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -114610.460938 Penalty: 698.853943 Iteration 23Q: 3 clusters Score -114610.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -114611.992188 Penalty: 698.853943 Iteration 24Q: 3 clusters Score -114612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -114613.046875 Penalty: 698.853943 Iteration 25Q: 3 clusters Score -114613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -114614.296875 Penalty: 698.853943 Iteration 26Q: 3 clusters Score -114614.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -114614.570312 Penalty: 698.853943 Iteration 27Q: 3 clusters Score -114614.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -114615.093750 Penalty: 698.853943 Iteration 28Q: 3 clusters Score -114615.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -114615.500000 Penalty: 698.853943 Iteration 29Q: 3 clusters Score -114615.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -114615.578125 Penalty: 698.853943 Iteration 30Q: 3 clusters Score -114615.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -114615.601562 Penalty: 698.853943 Iteration 31Q: 3 clusters Score -114615.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -114615.679688 Penalty: 698.853943 Iteration 32Q: 3 clusters Score -114615.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -114615.679688 Penalty: 698.853943 Iteration 33F: 3 clusters Score -114615.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Entering Unmasked Estep Score: -492583.218750 Penalty: 412.276764 Iteration 0F: 2 clusters Score -492583.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -486803.500000 Penalty: 824.553528 Iteration 0F: 3 clusters Score -486803.5 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -489181.187500 Penalty: 824.553528 Iteration 1F: 3 clusters Score -489181.2 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -489467.781250 Penalty: 824.553528 Iteration 2F: 3 clusters Score -489467.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -489807.156250 Penalty: 824.553528 Iteration 3F: 3 clusters Score -489807.2 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -490264.281250 Penalty: 824.553528 Iteration 4F: 3 clusters Score -490264.3 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -490788.656250 Penalty: 824.553528 Iteration 5F: 3 clusters Score -490788.7 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -491263.875000 Penalty: 824.553528 Iteration 6F: 3 clusters Score -491263.9 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -491595.375000 Penalty: 824.553528 Iteration 7Q: 3 clusters Score -491595.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -491791.531250 Penalty: 824.553528 Iteration 8Q: 3 clusters Score -491791.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -491896.187500 Penalty: 824.553528 Iteration 9Q: 3 clusters Score -491896.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -491958.281250 Penalty: 824.553528 Iteration 10Q: 3 clusters Score -491958.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -491992.125000 Penalty: 824.553528 Iteration 11Q: 3 clusters Score -491992.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -492018.312500 Penalty: 824.553528 Iteration 12Q: 3 clusters Score -492018.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -492043.375000 Penalty: 824.553528 Iteration 13Q: 3 clusters Score -492043.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -492070.093750 Penalty: 824.553528 Iteration 14Q: 3 clusters Score -492070.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -492097.937500 Penalty: 824.553528 Iteration 15Q: 3 clusters Score -492097.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -492126.187500 Penalty: 824.553528 Iteration 16Q: 3 clusters Score -492126.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -492152.593750 Penalty: 824.553528 Iteration 17Q: 3 clusters Score -492152.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -492175.062500 Penalty: 824.553528 Iteration 18Q: 3 clusters Score -492175.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -492192.812500 Penalty: 824.553528 Iteration 19Q: 3 clusters Score -492192.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -492211.500000 Penalty: 824.553528 Iteration 20F: 3 clusters Score -492211.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -492229.750000 Penalty: 824.553528 Iteration 21Q: 3 clusters Score -492229.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -492242.625000 Penalty: 824.553528 Iteration 22Q: 3 clusters Score -492242.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -492250.781250 Penalty: 824.553528 Iteration 23Q: 3 clusters Score -492250.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -492262.343750 Penalty: 824.553528 Iteration 24Q: 3 clusters Score -492262.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -492268.593750 Penalty: 824.553528 Iteration 25Q: 3 clusters Score -492268.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -492274.968750 Penalty: 824.553528 Iteration 26Q: 3 clusters Score -492275 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -492279.031250 Penalty: 824.553528 Iteration 27Q: 3 clusters Score -492279 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -492280.281250 Penalty: 824.553528 Iteration 28Q: 3 clusters Score -492280.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -492282.625000 Penalty: 824.553528 Iteration 29Q: 3 clusters Score -492282.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -492282.625000 Penalty: 824.553528 Iteration 30Q: 3 clusters Score -492282.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -492282.125000 Penalty: 824.553528 Iteration 31Q: 3 clusters Score -492282.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -492282.718750 Penalty: 824.553528 Iteration 32Q: 3 clusters Score -492282.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -492283.062500 Penalty: 824.553528 Iteration 33Q: 3 clusters Score -492283.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -492285.093750 Penalty: 824.553528 Iteration 34Q: 3 clusters Score -492285.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -492285.656250 Penalty: 824.553528 Iteration 35Q: 3 clusters Score -492285.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -492286.187500 Penalty: 824.553528 Iteration 36Q: 3 clusters Score -492286.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -492286.312500 Penalty: 824.553528 Iteration 37Q: 3 clusters Score -492286.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -492286.250000 Penalty: 824.553528 Iteration 38Q: 3 clusters Score -492286.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -492287.468750 Penalty: 824.553528 Iteration 39Q: 3 clusters Score -492287.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -492287.406250 Penalty: 824.553528 Iteration 40F: 3 clusters Score -492287.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -492287.875000 Penalty: 824.553528 Iteration 41Q: 3 clusters Score -492287.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -492288.031250 Penalty: 824.553528 Iteration 42Q: 3 clusters Score -492288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -492287.937500 Penalty: 824.553528 Iteration 43Q: 3 clusters Score -492287.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -492289.062500 Penalty: 824.553528 Iteration 44Q: 3 clusters Score -492289.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -492288.531250 Penalty: 824.553528 Iteration 45Q: 3 clusters Score -492288.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -492291.000000 Penalty: 824.553528 Iteration 46Q: 3 clusters Score -492291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -492293.625000 Penalty: 824.553528 Iteration 47Q: 3 clusters Score -492293.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -492296.875000 Penalty: 824.553528 Iteration 48Q: 3 clusters Score -492296.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -492297.843750 Penalty: 824.553528 Iteration 49Q: 3 clusters Score -492297.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -492298.781250 Penalty: 824.553528 Iteration 50Q: 3 clusters Score -492298.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -492298.812500 Penalty: 824.553528 Iteration 51Q: 3 clusters Score -492298.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -492299.218750 Penalty: 824.553528 Iteration 52Q: 3 clusters Score -492299.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -492299.343750 Penalty: 824.553528 Iteration 53Q: 3 clusters Score -492299.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -492299.406250 Penalty: 824.553528 Iteration 54Q: 3 clusters Score -492299.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -492299.406250 Penalty: 824.553528 Iteration 55F: 3 clusters Score -492299.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Entering Unmasked Estep Score: -256197.281250 Penalty: 390.269287 Iteration 0F: 2 clusters Score -256197.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -252563.078125 Penalty: 780.538574 Iteration 0F: 3 clusters Score -252563.1 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -254144.781250 Penalty: 780.538574 Iteration 1F: 3 clusters Score -254144.8 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -254435.750000 Penalty: 780.538574 Iteration 2F: 3 clusters Score -254435.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -254708.296875 Penalty: 780.538574 Iteration 3F: 3 clusters Score -254708.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -254970.156250 Penalty: 780.538574 Iteration 4F: 3 clusters Score -254970.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -255155.593750 Penalty: 780.538574 Iteration 5F: 3 clusters Score -255155.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -255309.218750 Penalty: 780.538574 Iteration 6Q: 3 clusters Score -255309.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -255421.953125 Penalty: 780.538574 Iteration 7Q: 3 clusters Score -255422 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -255515.609375 Penalty: 780.538574 Iteration 8Q: 3 clusters Score -255515.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -255591.859375 Penalty: 780.538574 Iteration 9Q: 3 clusters Score -255591.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -255650.625000 Penalty: 780.538574 Iteration 10Q: 3 clusters Score -255650.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -255692.671875 Penalty: 780.538574 Iteration 11Q: 3 clusters Score -255692.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -255727.265625 Penalty: 780.538574 Iteration 12Q: 3 clusters Score -255727.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -255752.203125 Penalty: 780.538574 Iteration 13Q: 3 clusters Score -255752.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -255770.328125 Penalty: 780.538574 Iteration 14Q: 3 clusters Score -255770.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -255787.609375 Penalty: 780.538574 Iteration 15Q: 3 clusters Score -255787.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -255808.343750 Penalty: 780.538574 Iteration 16Q: 3 clusters Score -255808.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -255824.593750 Penalty: 780.538574 Iteration 17Q: 3 clusters Score -255824.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -255840.921875 Penalty: 780.538574 Iteration 18Q: 3 clusters Score -255840.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -255854.890625 Penalty: 780.538574 Iteration 19Q: 3 clusters Score -255854.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -255862.093750 Penalty: 780.538574 Iteration 20F: 3 clusters Score -255862.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -255870.218750 Penalty: 780.538574 Iteration 21Q: 3 clusters Score -255870.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -255875.218750 Penalty: 780.538574 Iteration 22Q: 3 clusters Score -255875.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -255878.734375 Penalty: 780.538574 Iteration 23Q: 3 clusters Score -255878.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -255879.875000 Penalty: 780.538574 Iteration 24Q: 3 clusters Score -255879.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -255881.671875 Penalty: 780.538574 Iteration 25Q: 3 clusters Score -255881.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -255882.921875 Penalty: 780.538574 Iteration 26Q: 3 clusters Score -255882.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -255884.375000 Penalty: 780.538574 Iteration 27Q: 3 clusters Score -255884.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -255885.437500 Penalty: 780.538574 Iteration 28Q: 3 clusters Score -255885.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -255887.453125 Penalty: 780.538574 Iteration 29Q: 3 clusters Score -255887.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -255887.781250 Penalty: 780.538574 Iteration 30Q: 3 clusters Score -255887.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -255887.953125 Penalty: 780.538574 Iteration 31Q: 3 clusters Score -255888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -255888.031250 Penalty: 780.538574 Iteration 32Q: 3 clusters Score -255888 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -255888.031250 Penalty: 780.538574 Iteration 33F: 3 clusters Score -255888 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Entering Unmasked Estep Score: -1316871.375000 Penalty: 457.806793 Iteration 0F: 2 clusters Score -1316871 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -1301377.875000 Penalty: 915.613586 Iteration 0F: 3 clusters Score -1301378 nChanged 11132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11567 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1308448.875000 Penalty: 915.613586 Iteration 1F: 3 clusters Score -1308449 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 11974 members Entering Unmasked Estep Score: -1309019.875000 Penalty: 915.613586 Iteration 2F: 3 clusters Score -1309020 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -1309666.875000 Penalty: 915.613586 Iteration 3F: 3 clusters Score -1309667 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1310427.875000 Penalty: 915.613586 Iteration 4F: 3 clusters Score -1310428 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -1311260.500000 Penalty: 915.613586 Iteration 5F: 3 clusters Score -1311260 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -1312079.375000 Penalty: 915.613586 Iteration 6F: 3 clusters Score -1312079 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -1312713.250000 Penalty: 915.613586 Iteration 7Q: 3 clusters Score -1312713 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -1313109.375000 Penalty: 915.613586 Iteration 8Q: 3 clusters Score -1313109 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -1313289.875000 Penalty: 915.613586 Iteration 9Q: 3 clusters Score -1313290 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -1313400.750000 Penalty: 915.613586 Iteration 10Q: 3 clusters Score -1313401 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -1313485.000000 Penalty: 915.613586 Iteration 11Q: 3 clusters Score -1313485 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 14585 members Entering Unmasked Estep Score: -1313555.250000 Penalty: 915.613586 Iteration 12Q: 3 clusters Score -1313555 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 14808 members Entering Unmasked Estep Score: -1313634.750000 Penalty: 915.613586 Iteration 13Q: 3 clusters Score -1313635 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -1313739.625000 Penalty: 915.613586 Iteration 14Q: 3 clusters Score -1313740 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 15299 members Entering Unmasked Estep Score: -1313826.500000 Penalty: 915.613586 Iteration 15Q: 3 clusters Score -1313826 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 15573 members Entering Unmasked Estep Score: -1313932.125000 Penalty: 915.613586 Iteration 16Q: 3 clusters Score -1313932 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -1314022.000000 Penalty: 915.613586 Iteration 17Q: 3 clusters Score -1314022 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 16151 members Entering Unmasked Estep Score: -1314114.500000 Penalty: 915.613586 Iteration 18Q: 3 clusters Score -1314114 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 16432 members Entering Unmasked Estep Score: -1314204.000000 Penalty: 915.613586 Iteration 19Q: 3 clusters Score -1314204 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 16714 members Entering Unmasked Estep Score: -1314303.500000 Penalty: 915.613586 Iteration 20F: 3 clusters Score -1314304 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 16977 members Entering Unmasked Estep Score: -1314379.375000 Penalty: 915.613586 Iteration 21Q: 3 clusters Score -1314379 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -1314439.250000 Penalty: 915.613586 Iteration 22Q: 3 clusters Score -1314439 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 17486 members Entering Unmasked Estep Score: -1314518.875000 Penalty: 915.613586 Iteration 23Q: 3 clusters Score -1314519 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 17764 members Entering Unmasked Estep Score: -1314588.250000 Penalty: 915.613586 Iteration 24Q: 3 clusters Score -1314588 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 18011 members Entering Unmasked Estep Score: -1314652.750000 Penalty: 915.613586 Iteration 25Q: 3 clusters Score -1314653 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -1314729.500000 Penalty: 915.613586 Iteration 26Q: 3 clusters Score -1314730 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -1314815.125000 Penalty: 915.613586 Iteration 27Q: 3 clusters Score -1314815 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 18850 members Entering Unmasked Estep Score: -1314914.625000 Penalty: 915.613586 Iteration 28Q: 3 clusters Score -1314915 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 19145 members Entering Unmasked Estep Score: -1315018.000000 Penalty: 915.613586 Iteration 29Q: 3 clusters Score -1315018 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -1315115.625000 Penalty: 915.613586 Iteration 30Q: 3 clusters Score -1315116 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 19675 members Entering Unmasked Estep Score: -1315192.000000 Penalty: 915.613586 Iteration 31Q: 3 clusters Score -1315192 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 19905 members Entering Unmasked Estep Score: -1315269.750000 Penalty: 915.613586 Iteration 32Q: 3 clusters Score -1315270 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -1315365.125000 Penalty: 915.613586 Iteration 33Q: 3 clusters Score -1315365 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 20377 members Entering Unmasked Estep Score: -1315447.625000 Penalty: 915.613586 Iteration 34Q: 3 clusters Score -1315448 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 20596 members Entering Unmasked Estep Score: -1315525.250000 Penalty: 915.613586 Iteration 35Q: 3 clusters Score -1315525 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -1315598.750000 Penalty: 915.613586 Iteration 36Q: 3 clusters Score -1315599 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 21010 members Entering Unmasked Estep Score: -1315672.000000 Penalty: 915.613586 Iteration 37Q: 3 clusters Score -1315672 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 21173 members Entering Unmasked Estep Score: -1315726.875000 Penalty: 915.613586 Iteration 38Q: 3 clusters Score -1315727 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 21340 members Entering Unmasked Estep Score: -1315779.500000 Penalty: 915.613586 Iteration 39Q: 3 clusters Score -1315780 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -1315835.000000 Penalty: 915.613586 Iteration 40F: 3 clusters Score -1315835 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 21644 members Entering Unmasked Estep Score: -1315881.750000 Penalty: 915.613586 Iteration 41Q: 3 clusters Score -1315882 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 21795 members Entering Unmasked Estep Score: -1315927.375000 Penalty: 915.613586 Iteration 42Q: 3 clusters Score -1315927 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 21933 members Entering Unmasked Estep Score: -1315975.125000 Penalty: 915.613586 Iteration 43Q: 3 clusters Score -1315975 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 22083 members Entering Unmasked Estep Score: -1316030.125000 Penalty: 915.613586 Iteration 44Q: 3 clusters Score -1316030 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 22231 members Entering Unmasked Estep Score: -1316091.000000 Penalty: 915.613586 Iteration 45Q: 3 clusters Score -1316091 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 22343 members Entering Unmasked Estep Score: -1316134.750000 Penalty: 915.613586 Iteration 46Q: 3 clusters Score -1316135 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 22458 members Entering Unmasked Estep Score: -1316177.625000 Penalty: 915.613586 Iteration 47Q: 3 clusters Score -1316178 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -1316225.875000 Penalty: 915.613586 Iteration 48Q: 3 clusters Score -1316226 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 22671 members Entering Unmasked Estep Score: -1316267.000000 Penalty: 915.613586 Iteration 49Q: 3 clusters Score -1316267 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 22749 members Entering Unmasked Estep Score: -1316299.750000 Penalty: 915.613586 Iteration 50Q: 3 clusters Score -1316300 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 22821 members Entering Unmasked Estep Score: -1316333.125000 Penalty: 915.613586 Iteration 51Q: 3 clusters Score -1316333 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -1316364.125000 Penalty: 915.613586 Iteration 52Q: 3 clusters Score -1316364 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 22939 members Entering Unmasked Estep Score: -1316382.250000 Penalty: 915.613586 Iteration 53Q: 3 clusters Score -1316382 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 22977 members Entering Unmasked Estep Score: -1316398.500000 Penalty: 915.613586 Iteration 54Q: 3 clusters Score -1316398 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 23007 members Entering Unmasked Estep Score: -1316410.375000 Penalty: 915.613586 Iteration 55Q: 3 clusters Score -1316410 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 23040 members Entering Unmasked Estep Score: -1316422.500000 Penalty: 915.613586 Iteration 56Q: 3 clusters Score -1316422 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 23075 members Entering Unmasked Estep Score: -1316439.250000 Penalty: 915.613586 Iteration 57Q: 3 clusters Score -1316439 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -1316447.875000 Penalty: 915.613586 Iteration 58Q: 3 clusters Score -1316448 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 23121 members Entering Unmasked Estep Score: -1316454.250000 Penalty: 915.613586 Iteration 59Q: 3 clusters Score -1316454 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 23136 members Entering Unmasked Estep Score: -1316459.125000 Penalty: 915.613586 Iteration 60F: 3 clusters Score -1316459 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 23148 members Entering Unmasked Estep Score: -1316464.625000 Penalty: 915.613586 Iteration 61Q: 3 clusters Score -1316465 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 23164 members Entering Unmasked Estep Score: -1316473.375000 Penalty: 915.613586 Iteration 62Q: 3 clusters Score -1316473 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 23175 members Entering Unmasked Estep Score: -1316478.250000 Penalty: 915.613586 Iteration 63Q: 3 clusters Score -1316478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 23180 members Entering Unmasked Estep Score: -1316479.750000 Penalty: 915.613586 Iteration 64Q: 3 clusters Score -1316480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -1316482.875000 Penalty: 915.613586 Iteration 65Q: 3 clusters Score -1316483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 23186 members Entering Unmasked Estep Score: -1316482.750000 Penalty: 915.613586 Iteration 66Q: 3 clusters Score -1316483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 23190 members Entering Unmasked Estep Score: -1316484.625000 Penalty: 915.613586 Iteration 67Q: 3 clusters Score -1316485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 23194 members Entering Unmasked Estep Score: -1316487.625000 Penalty: 915.613586 Iteration 68Q: 3 clusters Score -1316488 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 23199 members Entering Unmasked Estep Score: -1316488.875000 Penalty: 915.613586 Iteration 69Q: 3 clusters Score -1316489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -1316491.000000 Penalty: 915.613586 Iteration 70Q: 3 clusters Score -1316491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -1316491.500000 Penalty: 915.613586 Iteration 71Q: 3 clusters Score -1316492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 23209 members Entering Unmasked Estep Score: -1316493.375000 Penalty: 915.613586 Iteration 72Q: 3 clusters Score -1316493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 23211 members Entering Unmasked Estep Score: -1316495.750000 Penalty: 915.613586 Iteration 73Q: 3 clusters Score -1316496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 23212 members Entering Unmasked Estep Score: -1316495.750000 Penalty: 915.613586 Iteration 74Q: 3 clusters Score -1316496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -1316497.000000 Penalty: 915.613586 Iteration 75Q: 3 clusters Score -1316497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 23214 members Entering Unmasked Estep Score: -1316497.250000 Penalty: 915.613586 Iteration 76Q: 3 clusters Score -1316497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 23214 members Entering Unmasked Estep Score: -1316497.250000 Penalty: 915.613586 Iteration 77F: 3 clusters Score -1316497 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (118544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118544 members Entering Unmasked Estep Score: -6441787.500000 Penalty: 531.578308 Iteration 0F: 2 clusters Score -6441788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59328 members Mstep: Class 2 contains 59216 members Entering Unmasked Estep Score: -6361427.500000 Penalty: 1063.156616 Iteration 0F: 3 clusters Score -6361428 nChanged 58300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63664 members Mstep: Class 2 contains 54880 members Entering Unmasked Estep Score: -6400326.000000 Penalty: 1063.156616 Iteration 1F: 3 clusters Score -6400326 nChanged 7146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66210 members Mstep: Class 2 contains 52334 members Entering Unmasked Estep Score: -6404794.500000 Penalty: 1063.156616 Iteration 2F: 3 clusters Score -6404794 nChanged 7925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69061 members Mstep: Class 2 contains 49483 members Entering Unmasked Estep Score: -6410901.000000 Penalty: 1063.156616 Iteration 3F: 3 clusters Score -6410901 nChanged 7884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71473 members Mstep: Class 2 contains 47071 members Entering Unmasked Estep Score: -6417256.000000 Penalty: 1063.156616 Iteration 4F: 3 clusters Score -6417256 nChanged 6964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73335 members Mstep: Class 2 contains 45209 members Entering Unmasked Estep Score: -6421795.000000 Penalty: 1063.156616 Iteration 5F: 3 clusters Score -6421795 nChanged 4821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74802 members Mstep: Class 2 contains 43742 members Entering Unmasked Estep Score: -6423882.000000 Penalty: 1063.156616 Iteration 6Q: 3 clusters Score -6423882 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76297 members Mstep: Class 2 contains 42247 members Entering Unmasked Estep Score: -6424683.000000 Penalty: 1063.156616 Iteration 7Q: 3 clusters Score -6424683 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77889 members Mstep: Class 2 contains 40655 members Entering Unmasked Estep Score: -6425220.500000 Penalty: 1063.156616 Iteration 8Q: 3 clusters Score -6425220 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79612 members Mstep: Class 2 contains 38932 members Entering Unmasked Estep Score: -6425824.500000 Penalty: 1063.156616 Iteration 9Q: 3 clusters Score -6425824 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81453 members Mstep: Class 2 contains 37091 members Entering Unmasked Estep Score: -6426447.000000 Penalty: 1063.156616 Iteration 10Q: 3 clusters Score -6426447 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83401 members Mstep: Class 2 contains 35143 members Entering Unmasked Estep Score: -6427186.500000 Penalty: 1063.156616 Iteration 11Q: 3 clusters Score -6427186 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85371 members Mstep: Class 2 contains 33173 members Entering Unmasked Estep Score: -6428062.500000 Penalty: 1063.156616 Iteration 12Q: 3 clusters Score -6428062 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87468 members Mstep: Class 2 contains 31076 members Entering Unmasked Estep Score: -6429050.500000 Penalty: 1063.156616 Iteration 13Q: 3 clusters Score -6429050 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89523 members Mstep: Class 2 contains 29021 members Entering Unmasked Estep Score: -6430059.500000 Penalty: 1063.156616 Iteration 14Q: 3 clusters Score -6430060 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91561 members Mstep: Class 2 contains 26983 members Entering Unmasked Estep Score: -6431092.500000 Penalty: 1063.156616 Iteration 15Q: 3 clusters Score -6431092 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93476 members Mstep: Class 2 contains 25068 members Entering Unmasked Estep Score: -6432107.500000 Penalty: 1063.156616 Iteration 16Q: 3 clusters Score -6432108 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95268 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -6432971.500000 Penalty: 1063.156616 Iteration 17Q: 3 clusters Score -6432972 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96953 members Mstep: Class 2 contains 21591 members Entering Unmasked Estep Score: -6433837.000000 Penalty: 1063.156616 Iteration 18Q: 3 clusters Score -6433837 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98491 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -6434640.000000 Penalty: 1063.156616 Iteration 19Q: 3 clusters Score -6434640 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99894 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -6435301.000000 Penalty: 1063.156616 Iteration 20F: 3 clusters Score -6435301 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101204 members Mstep: Class 2 contains 17340 members Entering Unmasked Estep Score: -6435871.500000 Penalty: 1063.156616 Iteration 21Q: 3 clusters Score -6435872 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102408 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -6436375.000000 Penalty: 1063.156616 Iteration 22Q: 3 clusters Score -6436375 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103547 members Mstep: Class 2 contains 14997 members Entering Unmasked Estep Score: -6436798.000000 Penalty: 1063.156616 Iteration 23Q: 3 clusters Score -6436798 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104579 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -6437198.500000 Penalty: 1063.156616 Iteration 24Q: 3 clusters Score -6437198 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105575 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -6437601.500000 Penalty: 1063.156616 Iteration 25Q: 3 clusters Score -6437602 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106477 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -6437905.000000 Penalty: 1063.156616 Iteration 26Q: 3 clusters Score -6437905 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107343 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -6438200.000000 Penalty: 1063.156616 Iteration 27Q: 3 clusters Score -6438200 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108110 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -6438442.500000 Penalty: 1063.156616 Iteration 28Q: 3 clusters Score -6438442 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108837 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -6438699.000000 Penalty: 1063.156616 Iteration 29Q: 3 clusters Score -6438699 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109503 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -6438912.000000 Penalty: 1063.156616 Iteration 30Q: 3 clusters Score -6438912 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110119 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -6439126.000000 Penalty: 1063.156616 Iteration 31Q: 3 clusters Score -6439126 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110716 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -6439315.500000 Penalty: 1063.156616 Iteration 32Q: 3 clusters Score -6439316 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111239 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -6439487.500000 Penalty: 1063.156616 Iteration 33Q: 3 clusters Score -6439488 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111731 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -6439637.500000 Penalty: 1063.156616 Iteration 34Q: 3 clusters Score -6439638 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112192 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -6439764.500000 Penalty: 1063.156616 Iteration 35Q: 3 clusters Score -6439764 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112591 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -6439841.500000 Penalty: 1063.156616 Iteration 36Q: 3 clusters Score -6439842 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112992 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -6439971.500000 Penalty: 1063.156616 Iteration 37Q: 3 clusters Score -6439972 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113385 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -6440086.500000 Penalty: 1063.156616 Iteration 38Q: 3 clusters Score -6440086 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113772 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -6440208.000000 Penalty: 1063.156616 Iteration 39Q: 3 clusters Score -6440208 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114109 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -6440294.500000 Penalty: 1063.156616 Iteration 40F: 3 clusters Score -6440294 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114445 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -6440386.500000 Penalty: 1063.156616 Iteration 41Q: 3 clusters Score -6440386 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114782 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -6440457.000000 Penalty: 1063.156616 Iteration 42Q: 3 clusters Score -6440457 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115085 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -6440549.500000 Penalty: 1063.156616 Iteration 43Q: 3 clusters Score -6440550 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115352 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -6440644.500000 Penalty: 1063.156616 Iteration 44Q: 3 clusters Score -6440644 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115583 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -6440706.000000 Penalty: 1063.156616 Iteration 45Q: 3 clusters Score -6440706 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115798 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -6440764.500000 Penalty: 1063.156616 Iteration 46Q: 3 clusters Score -6440764 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -6440825.500000 Penalty: 1063.156616 Iteration 47Q: 3 clusters Score -6440826 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116212 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -6440877.000000 Penalty: 1063.156616 Iteration 48Q: 3 clusters Score -6440877 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116408 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -6440961.000000 Penalty: 1063.156616 Iteration 49Q: 3 clusters Score -6440961 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116593 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -6441022.000000 Penalty: 1063.156616 Iteration 50Q: 3 clusters Score -6441022 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116759 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -6441063.500000 Penalty: 1063.156616 Iteration 51Q: 3 clusters Score -6441064 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116902 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -6441120.000000 Penalty: 1063.156616 Iteration 52Q: 3 clusters Score -6441120 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117030 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -6441168.500000 Penalty: 1063.156616 Iteration 53Q: 3 clusters Score -6441168 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117145 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -6441184.000000 Penalty: 1063.156616 Iteration 54Q: 3 clusters Score -6441184 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117239 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -6441213.500000 Penalty: 1063.156616 Iteration 55Q: 3 clusters Score -6441214 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117324 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -6441237.500000 Penalty: 1063.156616 Iteration 56Q: 3 clusters Score -6441238 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117392 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -6441249.500000 Penalty: 1063.156616 Iteration 57Q: 3 clusters Score -6441250 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117442 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -6441253.500000 Penalty: 1063.156616 Iteration 58Q: 3 clusters Score -6441254 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117484 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -6441258.500000 Penalty: 1063.156616 Iteration 59Q: 3 clusters Score -6441258 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117527 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -6441282.500000 Penalty: 1063.156616 Iteration 60F: 3 clusters Score -6441282 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117573 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -6441301.000000 Penalty: 1063.156616 Iteration 61Q: 3 clusters Score -6441301 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117609 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -6441308.500000 Penalty: 1063.156616 Iteration 62Q: 3 clusters Score -6441308 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117636 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -6441317.500000 Penalty: 1063.156616 Iteration 63Q: 3 clusters Score -6441318 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117661 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -6441313.500000 Penalty: 1063.156616 Iteration 64Q: 3 clusters Score -6441314 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117684 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -6441320.000000 Penalty: 1063.156616 Iteration 65Q: 3 clusters Score -6441320 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117701 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -6441324.500000 Penalty: 1063.156616 Iteration 66Q: 3 clusters Score -6441324 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117724 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -6441329.500000 Penalty: 1063.156616 Iteration 67Q: 3 clusters Score -6441330 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117740 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -6441331.000000 Penalty: 1063.156616 Iteration 68Q: 3 clusters Score -6441331 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117754 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -6441338.000000 Penalty: 1063.156616 Iteration 69Q: 3 clusters Score -6441338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117767 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -6441336.500000 Penalty: 1063.156616 Iteration 70Q: 3 clusters Score -6441336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117782 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -6441338.000000 Penalty: 1063.156616 Iteration 71Q: 3 clusters Score -6441338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117786 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -6441338.500000 Penalty: 1063.156616 Iteration 72Q: 3 clusters Score -6441338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117798 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -6441344.500000 Penalty: 1063.156616 Iteration 73Q: 3 clusters Score -6441344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117805 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -6441347.000000 Penalty: 1063.156616 Iteration 74Q: 3 clusters Score -6441347 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117815 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -6441343.000000 Penalty: 1063.156616 Iteration 75Q: 3 clusters Score -6441343 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117822 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -6441339.000000 Penalty: 1063.156616 Iteration 76Q: 3 clusters Score -6441339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117825 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -6441341.000000 Penalty: 1063.156616 Iteration 77Q: 3 clusters Score -6441341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117824 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -6441343.000000 Penalty: 1063.156616 Iteration 78Q: 3 clusters Score -6441343 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117824 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -6441343.000000 Penalty: 1063.156616 Iteration 79F: 3 clusters Score -6441343 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25841 members Entering Unmasked Estep Score: -1355390.125000 Penalty: 462.267151 Iteration 0F: 2 clusters Score -1355390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -1338226.500000 Penalty: 924.534302 Iteration 0F: 3 clusters Score -1338226 nChanged 12278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 12701 members Entering Unmasked Estep Score: -1345352.250000 Penalty: 924.534302 Iteration 1F: 3 clusters Score -1345352 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13589 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -1345764.000000 Penalty: 924.534302 Iteration 2Q: 3 clusters Score -1345764 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -1346339.250000 Penalty: 924.534302 Iteration 3F: 3 clusters Score -1346339 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15233 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -1347014.625000 Penalty: 924.534302 Iteration 4F: 3 clusters Score -1347015 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16304 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1347748.750000 Penalty: 924.534302 Iteration 5F: 3 clusters Score -1347749 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -1348569.375000 Penalty: 924.534302 Iteration 6F: 3 clusters Score -1348569 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1349539.625000 Penalty: 924.534302 Iteration 7F: 3 clusters Score -1349540 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20486 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1350658.000000 Penalty: 924.534302 Iteration 8F: 3 clusters Score -1350658 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21950 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1351764.250000 Penalty: 924.534302 Iteration 9F: 3 clusters Score -1351764 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23162 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1352728.750000 Penalty: 924.534302 Iteration 10Q: 3 clusters Score -1352729 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24160 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1353546.750000 Penalty: 924.534302 Iteration 11Q: 3 clusters Score -1353547 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24908 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1354207.375000 Penalty: 924.534302 Iteration 12Q: 3 clusters Score -1354207 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25367 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1354635.625000 Penalty: 924.534302 Iteration 13Q: 3 clusters Score -1354636 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1354849.375000 Penalty: 924.534302 Iteration 14Q: 3 clusters Score -1354849 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25682 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -1354917.250000 Penalty: 924.534302 Iteration 15Q: 3 clusters Score -1354917 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25726 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -1354953.875000 Penalty: 924.534302 Iteration 16Q: 3 clusters Score -1354954 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25747 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1354978.625000 Penalty: 924.534302 Iteration 17Q: 3 clusters Score -1354979 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25757 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -1354992.750000 Penalty: 924.534302 Iteration 18Q: 3 clusters Score -1354993 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -1354995.875000 Penalty: 924.534302 Iteration 19Q: 3 clusters Score -1354996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1354998.625000 Penalty: 924.534302 Iteration 20F: 3 clusters Score -1354999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25767 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1355000.875000 Penalty: 924.534302 Iteration 21Q: 3 clusters Score -1355001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1355000.625000 Penalty: 924.534302 Iteration 22Q: 3 clusters Score -1355001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1355001.375000 Penalty: 924.534302 Iteration 23Q: 3 clusters Score -1355001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1355001.375000 Penalty: 924.534302 Iteration 24F: 3 clusters Score -1355001 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Entering Unmasked Estep Score: -133950.859375 Penalty: 362.353271 Iteration 0F: 2 clusters Score -133950.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -131947.078125 Penalty: 724.706543 Iteration 0F: 3 clusters Score -131947.1 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -132731.562500 Penalty: 724.706543 Iteration 1F: 3 clusters Score -132731.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -132882.890625 Penalty: 724.706543 Iteration 2F: 3 clusters Score -132882.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -133003.890625 Penalty: 724.706543 Iteration 3F: 3 clusters Score -133003.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -133114.437500 Penalty: 724.706543 Iteration 4F: 3 clusters Score -133114.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -133223.093750 Penalty: 724.706543 Iteration 5F: 3 clusters Score -133223.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -133319.078125 Penalty: 724.706543 Iteration 6F: 3 clusters Score -133319.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -133398.593750 Penalty: 724.706543 Iteration 7Q: 3 clusters Score -133398.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -133479.218750 Penalty: 724.706543 Iteration 8Q: 3 clusters Score -133479.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -133569.609375 Penalty: 724.706543 Iteration 9Q: 3 clusters Score -133569.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -133631.640625 Penalty: 724.706543 Iteration 10Q: 3 clusters Score -133631.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -133668.531250 Penalty: 724.706543 Iteration 11Q: 3 clusters Score -133668.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -133689.125000 Penalty: 724.706543 Iteration 12Q: 3 clusters Score -133689.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -133697.140625 Penalty: 724.706543 Iteration 13Q: 3 clusters Score -133697.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -133704.265625 Penalty: 724.706543 Iteration 14Q: 3 clusters Score -133704.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -133707.625000 Penalty: 724.706543 Iteration 15Q: 3 clusters Score -133707.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -133709.218750 Penalty: 724.706543 Iteration 16Q: 3 clusters Score -133709.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -133710.640625 Penalty: 724.706543 Iteration 17Q: 3 clusters Score -133710.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -133712.421875 Penalty: 724.706543 Iteration 18Q: 3 clusters Score -133712.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -133714.718750 Penalty: 724.706543 Iteration 19Q: 3 clusters Score -133714.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -133716.078125 Penalty: 724.706543 Iteration 20F: 3 clusters Score -133716.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -133717.593750 Penalty: 724.706543 Iteration 21Q: 3 clusters Score -133717.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -133718.875000 Penalty: 724.706543 Iteration 22Q: 3 clusters Score -133718.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -133718.875000 Penalty: 724.706543 Iteration 23F: 3 clusters Score -133718.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Entering Unmasked Estep Score: -286070.406250 Penalty: 387.641357 Iteration 0F: 2 clusters Score -286070.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -282603.500000 Penalty: 775.282715 Iteration 0F: 3 clusters Score -282603.5 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -284076.281250 Penalty: 775.282715 Iteration 1F: 3 clusters Score -284076.3 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -284328.250000 Penalty: 775.282715 Iteration 2F: 3 clusters Score -284328.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -284658.468750 Penalty: 775.282715 Iteration 3F: 3 clusters Score -284658.5 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -284978.906250 Penalty: 775.282715 Iteration 4F: 3 clusters Score -284978.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -285279.093750 Penalty: 775.282715 Iteration 5F: 3 clusters Score -285279.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -285537.750000 Penalty: 775.282715 Iteration 6F: 3 clusters Score -285537.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -285749.906250 Penalty: 775.282715 Iteration 7Q: 3 clusters Score -285749.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -285920.218750 Penalty: 775.282715 Iteration 8Q: 3 clusters Score -285920.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -286068.437500 Penalty: 775.282715 Iteration 9Q: 3 clusters Score -286068.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -286172.500000 Penalty: 775.282715 Iteration 10Q: 3 clusters Score -286172.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -286222.000000 Penalty: 775.282715 Iteration 11Q: 3 clusters Score -286222 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -286260.281250 Penalty: 775.282715 Iteration 12Q: 3 clusters Score -286260.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -286295.781250 Penalty: 775.282715 Iteration 13Q: 3 clusters Score -286295.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -286308.656250 Penalty: 775.282715 Iteration 14Q: 3 clusters Score -286308.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -286325.281250 Penalty: 775.282715 Iteration 15Q: 3 clusters Score -286325.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -286334.781250 Penalty: 775.282715 Iteration 16Q: 3 clusters Score -286334.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -286337.281250 Penalty: 775.282715 Iteration 17Q: 3 clusters Score -286337.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -286338.781250 Penalty: 775.282715 Iteration 18Q: 3 clusters Score -286338.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -286339.156250 Penalty: 775.282715 Iteration 19Q: 3 clusters Score -286339.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -286342.687500 Penalty: 775.282715 Iteration 20F: 3 clusters Score -286342.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -286346.062500 Penalty: 775.282715 Iteration 21Q: 3 clusters Score -286346.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -286348.062500 Penalty: 775.282715 Iteration 22Q: 3 clusters Score -286348.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -286350.000000 Penalty: 775.282715 Iteration 23Q: 3 clusters Score -286350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -286351.218750 Penalty: 775.282715 Iteration 24Q: 3 clusters Score -286351.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -286352.062500 Penalty: 775.282715 Iteration 25Q: 3 clusters Score -286352.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -286353.812500 Penalty: 775.282715 Iteration 26Q: 3 clusters Score -286353.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -286355.437500 Penalty: 775.282715 Iteration 27Q: 3 clusters Score -286355.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -286356.656250 Penalty: 775.282715 Iteration 28Q: 3 clusters Score -286356.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -286356.812500 Penalty: 775.282715 Iteration 29Q: 3 clusters Score -286356.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -286357.312500 Penalty: 775.282715 Iteration 30Q: 3 clusters Score -286357.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -286357.500000 Penalty: 775.282715 Iteration 31Q: 3 clusters Score -286357.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -286357.406250 Penalty: 775.282715 Iteration 32Q: 3 clusters Score -286357.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -286357.968750 Penalty: 775.282715 Iteration 33Q: 3 clusters Score -286358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -286357.968750 Penalty: 775.282715 Iteration 34F: 3 clusters Score -286358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2164 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5310 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118544 members Mstep: Class 7 contains 25841 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 2410 members Mstep: Class 10 contains 4531 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24033 members Mstep: Class 13 contains 3477 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22179 members Mstep: Class 18 contains 1648 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6802 members Mstep: Class 22 contains 4793 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42595 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1867 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Mstep: Class 32 contains 2602 members Entering Unmasked Estep Score: -21380320.000000 Penalty: 18829.835938 Splitting cluster 9 changes total score from -21380248.000000 to -21380320.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 10 (4531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Entering Unmasked Estep Score: -257314.328125 Penalty: 383.050781 Iteration 0F: 2 clusters Score -257314.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -254235.718750 Penalty: 766.101562 Iteration 0F: 3 clusters Score -254235.7 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -255407.531250 Penalty: 766.101562 Iteration 1F: 3 clusters Score -255407.5 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -255571.437500 Penalty: 766.101562 Iteration 2F: 3 clusters Score -255571.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -255695.906250 Penalty: 766.101562 Iteration 3F: 3 clusters Score -255695.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -255817.187500 Penalty: 766.101562 Iteration 4F: 3 clusters Score -255817.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -255924.578125 Penalty: 766.101562 Iteration 5Q: 3 clusters Score -255924.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -256046.828125 Penalty: 766.101562 Iteration 6Q: 3 clusters Score -256046.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -256169.703125 Penalty: 766.101562 Iteration 7Q: 3 clusters Score -256169.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -256289.781250 Penalty: 766.101562 Iteration 8Q: 3 clusters Score -256289.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -256389.203125 Penalty: 766.101562 Iteration 9Q: 3 clusters Score -256389.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -256470.437500 Penalty: 766.101562 Iteration 10Q: 3 clusters Score -256470.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -256511.156250 Penalty: 766.101562 Iteration 11Q: 3 clusters Score -256511.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -256530.718750 Penalty: 766.101562 Iteration 12Q: 3 clusters Score -256530.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -256544.718750 Penalty: 766.101562 Iteration 13Q: 3 clusters Score -256544.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -256557.828125 Penalty: 766.101562 Iteration 14Q: 3 clusters Score -256557.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -256568.140625 Penalty: 766.101562 Iteration 15Q: 3 clusters Score -256568.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -256572.703125 Penalty: 766.101562 Iteration 16Q: 3 clusters Score -256572.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -256577.500000 Penalty: 766.101562 Iteration 17Q: 3 clusters Score -256577.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -256580.921875 Penalty: 766.101562 Iteration 18Q: 3 clusters Score -256580.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -256583.703125 Penalty: 766.101562 Iteration 19Q: 3 clusters Score -256583.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -256588.078125 Penalty: 766.101562 Iteration 20F: 3 clusters Score -256588.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -256592.625000 Penalty: 766.101562 Iteration 21Q: 3 clusters Score -256592.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -256593.921875 Penalty: 766.101562 Iteration 22Q: 3 clusters Score -256593.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -256595.390625 Penalty: 766.101562 Iteration 23Q: 3 clusters Score -256595.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -256597.500000 Penalty: 766.101562 Iteration 24Q: 3 clusters Score -256597.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -256598.937500 Penalty: 766.101562 Iteration 25Q: 3 clusters Score -256598.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -256600.078125 Penalty: 766.101562 Iteration 26Q: 3 clusters Score -256600.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -256601.734375 Penalty: 766.101562 Iteration 27Q: 3 clusters Score -256601.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -256603.250000 Penalty: 766.101562 Iteration 28Q: 3 clusters Score -256603.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -256603.468750 Penalty: 766.101562 Iteration 29Q: 3 clusters Score -256603.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -256604.546875 Penalty: 766.101562 Iteration 30Q: 3 clusters Score -256604.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -256606.046875 Penalty: 766.101562 Iteration 31Q: 3 clusters Score -256606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -256606.796875 Penalty: 766.101562 Iteration 32Q: 3 clusters Score -256606.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -256607.437500 Penalty: 766.101562 Iteration 33Q: 3 clusters Score -256607.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -256608.078125 Penalty: 766.101562 Iteration 34Q: 3 clusters Score -256608.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -256608.078125 Penalty: 766.101562 Iteration 35F: 3 clusters Score -256608.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -86962.992188 Penalty: 337.745178 Iteration 0F: 2 clusters Score -86962.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -85740.125000 Penalty: 675.490356 Iteration 0F: 3 clusters Score -85740.12 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -86145.968750 Penalty: 675.490356 Iteration 1F: 3 clusters Score -86145.97 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -86207.921875 Penalty: 675.490356 Iteration 2F: 3 clusters Score -86207.92 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -86283.359375 Penalty: 675.490356 Iteration 3F: 3 clusters Score -86283.36 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -86350.523438 Penalty: 675.490356 Iteration 4F: 3 clusters Score -86350.52 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -86405.359375 Penalty: 675.490356 Iteration 5F: 3 clusters Score -86405.36 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -86449.984375 Penalty: 675.490356 Iteration 6Q: 3 clusters Score -86449.98 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -86482.968750 Penalty: 675.490356 Iteration 7Q: 3 clusters Score -86482.97 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -86501.937500 Penalty: 675.490356 Iteration 8Q: 3 clusters Score -86501.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -86512.000000 Penalty: 675.490356 Iteration 9Q: 3 clusters Score -86512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -86523.242188 Penalty: 675.490356 Iteration 10Q: 3 clusters Score -86523.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -86536.812500 Penalty: 675.490356 Iteration 11Q: 3 clusters Score -86536.81 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -86552.593750 Penalty: 675.490356 Iteration 12Q: 3 clusters Score -86552.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -86570.289062 Penalty: 675.490356 Iteration 13Q: 3 clusters Score -86570.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -86583.085938 Penalty: 675.490356 Iteration 14Q: 3 clusters Score -86583.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -86592.921875 Penalty: 675.490356 Iteration 15Q: 3 clusters Score -86592.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -86601.062500 Penalty: 675.490356 Iteration 16Q: 3 clusters Score -86601.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -86605.406250 Penalty: 675.490356 Iteration 17Q: 3 clusters Score -86605.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -86607.671875 Penalty: 675.490356 Iteration 18Q: 3 clusters Score -86607.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -86609.343750 Penalty: 675.490356 Iteration 19Q: 3 clusters Score -86609.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -86611.429688 Penalty: 675.490356 Iteration 20F: 3 clusters Score -86611.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -86611.617188 Penalty: 675.490356 Iteration 21Q: 3 clusters Score -86611.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -86611.617188 Penalty: 675.490356 Iteration 22F: 3 clusters Score -86611.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24033 members Entering Unmasked Estep Score: -1257584.500000 Penalty: 458.966827 Iteration 0F: 2 clusters Score -1257584 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 12007 members Entering Unmasked Estep Score: -1241714.750000 Penalty: 917.933655 Iteration 0F: 3 clusters Score -1241715 nChanged 11409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -1248717.500000 Penalty: 917.933655 Iteration 1F: 3 clusters Score -1248718 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -1249363.750000 Penalty: 917.933655 Iteration 2F: 3 clusters Score -1249364 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -1250105.625000 Penalty: 917.933655 Iteration 3F: 3 clusters Score -1250106 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -1250951.000000 Penalty: 917.933655 Iteration 4F: 3 clusters Score -1250951 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 16143 members Entering Unmasked Estep Score: -1251926.375000 Penalty: 917.933655 Iteration 5F: 3 clusters Score -1251926 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -1252954.375000 Penalty: 917.933655 Iteration 6F: 3 clusters Score -1252954 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -1253874.250000 Penalty: 917.933655 Iteration 7Q: 3 clusters Score -1253874 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -1254515.750000 Penalty: 917.933655 Iteration 8Q: 3 clusters Score -1254516 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 18970 members Entering Unmasked Estep Score: -1254865.625000 Penalty: 917.933655 Iteration 9Q: 3 clusters Score -1254866 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 19391 members Entering Unmasked Estep Score: -1255073.625000 Penalty: 917.933655 Iteration 10Q: 3 clusters Score -1255074 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 19825 members Entering Unmasked Estep Score: -1255275.250000 Penalty: 917.933655 Iteration 11Q: 3 clusters Score -1255275 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 20255 members Entering Unmasked Estep Score: -1255482.000000 Penalty: 917.933655 Iteration 12Q: 3 clusters Score -1255482 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 20672 members Entering Unmasked Estep Score: -1255672.875000 Penalty: 917.933655 Iteration 13Q: 3 clusters Score -1255673 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 21056 members Entering Unmasked Estep Score: -1255850.000000 Penalty: 917.933655 Iteration 14Q: 3 clusters Score -1255850 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 21411 members Entering Unmasked Estep Score: -1256030.000000 Penalty: 917.933655 Iteration 15Q: 3 clusters Score -1256030 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 21749 members Entering Unmasked Estep Score: -1256202.250000 Penalty: 917.933655 Iteration 16Q: 3 clusters Score -1256202 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -1256377.250000 Penalty: 917.933655 Iteration 17Q: 3 clusters Score -1256377 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 22343 members Entering Unmasked Estep Score: -1256524.500000 Penalty: 917.933655 Iteration 18Q: 3 clusters Score -1256524 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 22573 members Entering Unmasked Estep Score: -1256641.875000 Penalty: 917.933655 Iteration 19Q: 3 clusters Score -1256642 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 22776 members Entering Unmasked Estep Score: -1256750.625000 Penalty: 917.933655 Iteration 20F: 3 clusters Score -1256751 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 22944 members Entering Unmasked Estep Score: -1256835.625000 Penalty: 917.933655 Iteration 21Q: 3 clusters Score -1256836 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -1256921.125000 Penalty: 917.933655 Iteration 22Q: 3 clusters Score -1256921 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -1256984.875000 Penalty: 917.933655 Iteration 23Q: 3 clusters Score -1256985 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -1257026.500000 Penalty: 917.933655 Iteration 24Q: 3 clusters Score -1257026 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 23369 members Entering Unmasked Estep Score: -1257073.500000 Penalty: 917.933655 Iteration 25Q: 3 clusters Score -1257074 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 23432 members Entering Unmasked Estep Score: -1257118.375000 Penalty: 917.933655 Iteration 26Q: 3 clusters Score -1257118 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -1257147.375000 Penalty: 917.933655 Iteration 27Q: 3 clusters Score -1257147 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 23514 members Entering Unmasked Estep Score: -1257166.250000 Penalty: 917.933655 Iteration 28Q: 3 clusters Score -1257166 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -1257177.250000 Penalty: 917.933655 Iteration 29Q: 3 clusters Score -1257177 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -1257185.375000 Penalty: 917.933655 Iteration 30Q: 3 clusters Score -1257185 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -1257192.500000 Penalty: 917.933655 Iteration 31Q: 3 clusters Score -1257192 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -1257198.375000 Penalty: 917.933655 Iteration 32Q: 3 clusters Score -1257198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -1257199.000000 Penalty: 917.933655 Iteration 33Q: 3 clusters Score -1257199 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 23606 members Entering Unmasked Estep Score: -1257205.500000 Penalty: 917.933655 Iteration 34Q: 3 clusters Score -1257206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 23616 members Entering Unmasked Estep Score: -1257212.375000 Penalty: 917.933655 Iteration 35Q: 3 clusters Score -1257212 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 23623 members Entering Unmasked Estep Score: -1257217.000000 Penalty: 917.933655 Iteration 36Q: 3 clusters Score -1257217 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 23632 members Entering Unmasked Estep Score: -1257219.625000 Penalty: 917.933655 Iteration 37Q: 3 clusters Score -1257220 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 23637 members Entering Unmasked Estep Score: -1257222.625000 Penalty: 917.933655 Iteration 38Q: 3 clusters Score -1257223 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -1257225.625000 Penalty: 917.933655 Iteration 39Q: 3 clusters Score -1257226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -1257228.625000 Penalty: 917.933655 Iteration 40F: 3 clusters Score -1257229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 23649 members Entering Unmasked Estep Score: -1257228.875000 Penalty: 917.933655 Iteration 41Q: 3 clusters Score -1257229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -1257231.750000 Penalty: 917.933655 Iteration 42Q: 3 clusters Score -1257232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -1257234.625000 Penalty: 917.933655 Iteration 43Q: 3 clusters Score -1257235 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -1257234.875000 Penalty: 917.933655 Iteration 44Q: 3 clusters Score -1257235 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 23663 members Entering Unmasked Estep Score: -1257234.750000 Penalty: 917.933655 Iteration 45Q: 3 clusters Score -1257235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 23667 members Entering Unmasked Estep Score: -1257236.625000 Penalty: 917.933655 Iteration 46Q: 3 clusters Score -1257237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 23670 members Entering Unmasked Estep Score: -1257238.250000 Penalty: 917.933655 Iteration 47Q: 3 clusters Score -1257238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 23672 members Entering Unmasked Estep Score: -1257238.500000 Penalty: 917.933655 Iteration 48Q: 3 clusters Score -1257238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -1257240.125000 Penalty: 917.933655 Iteration 49Q: 3 clusters Score -1257240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 23677 members Entering Unmasked Estep Score: -1257239.000000 Penalty: 917.933655 Iteration 50Q: 3 clusters Score -1257239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 23678 members Entering Unmasked Estep Score: -1257238.625000 Penalty: 917.933655 Iteration 51Q: 3 clusters Score -1257239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 23679 members Entering Unmasked Estep Score: -1257240.250000 Penalty: 917.933655 Iteration 52Q: 3 clusters Score -1257240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 23681 members Entering Unmasked Estep Score: -1257241.500000 Penalty: 917.933655 Iteration 53Q: 3 clusters Score -1257242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 23685 members Entering Unmasked Estep Score: -1257244.000000 Penalty: 917.933655 Iteration 54Q: 3 clusters Score -1257244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -1257244.500000 Penalty: 917.933655 Iteration 55Q: 3 clusters Score -1257244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 23691 members Entering Unmasked Estep Score: -1257248.500000 Penalty: 917.933655 Iteration 56Q: 3 clusters Score -1257248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -1257249.500000 Penalty: 917.933655 Iteration 57Q: 3 clusters Score -1257250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -1257251.500000 Penalty: 917.933655 Iteration 58Q: 3 clusters Score -1257252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 23701 members Entering Unmasked Estep Score: -1257252.750000 Penalty: 917.933655 Iteration 59Q: 3 clusters Score -1257253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 23703 members Entering Unmasked Estep Score: -1257254.375000 Penalty: 917.933655 Iteration 60F: 3 clusters Score -1257254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -1257255.875000 Penalty: 917.933655 Iteration 61Q: 3 clusters Score -1257256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -1257257.125000 Penalty: 917.933655 Iteration 62Q: 3 clusters Score -1257257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -1257258.375000 Penalty: 917.933655 Iteration 63Q: 3 clusters Score -1257258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -1257257.625000 Penalty: 917.933655 Iteration 64Q: 3 clusters Score -1257258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -1257258.000000 Penalty: 917.933655 Iteration 65Q: 3 clusters Score -1257258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -1257258.000000 Penalty: 917.933655 Iteration 66Q: 3 clusters Score -1257258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -1257260.000000 Penalty: 917.933655 Iteration 67Q: 3 clusters Score -1257260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 23715 members Entering Unmasked Estep Score: -1257260.875000 Penalty: 917.933655 Iteration 68Q: 3 clusters Score -1257261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 23718 members Entering Unmasked Estep Score: -1257261.625000 Penalty: 917.933655 Iteration 69Q: 3 clusters Score -1257262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 23720 members Entering Unmasked Estep Score: -1257263.875000 Penalty: 917.933655 Iteration 70Q: 3 clusters Score -1257264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -1257264.625000 Penalty: 917.933655 Iteration 71Q: 3 clusters Score -1257265 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -1257269.500000 Penalty: 917.933655 Iteration 72Q: 3 clusters Score -1257270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -1257268.875000 Penalty: 917.933655 Iteration 73Q: 3 clusters Score -1257269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 23726 members Entering Unmasked Estep Score: -1257271.000000 Penalty: 917.933655 Iteration 74Q: 3 clusters Score -1257271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 23728 members Entering Unmasked Estep Score: -1257270.750000 Penalty: 917.933655 Iteration 75Q: 3 clusters Score -1257271 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -1257270.500000 Penalty: 917.933655 Iteration 76Q: 3 clusters Score -1257270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -1257270.000000 Penalty: 917.933655 Iteration 77Q: 3 clusters Score -1257270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 23734 members Entering Unmasked Estep Score: -1257269.125000 Penalty: 917.933655 Iteration 78Q: 3 clusters Score -1257269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 23735 members Entering Unmasked Estep Score: -1257270.375000 Penalty: 917.933655 Iteration 79Q: 3 clusters Score -1257270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 23735 members Entering Unmasked Estep Score: -1257270.375000 Penalty: 917.933655 Iteration 80F: 3 clusters Score -1257270 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Entering Unmasked Estep Score: -167202.984375 Penalty: 371.003571 Iteration 0F: 2 clusters Score -167203 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 1731 members Entering Unmasked Estep Score: -164870.234375 Penalty: 742.007141 Iteration 0F: 3 clusters Score -164870.2 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -166026.921875 Penalty: 742.007141 Iteration 1F: 3 clusters Score -166026.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -166369.343750 Penalty: 742.007141 Iteration 2F: 3 clusters Score -166369.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -166651.015625 Penalty: 742.007141 Iteration 3F: 3 clusters Score -166651 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -166809.421875 Penalty: 742.007141 Iteration 4F: 3 clusters Score -166809.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -166902.156250 Penalty: 742.007141 Iteration 5Q: 3 clusters Score -166902.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -166957.906250 Penalty: 742.007141 Iteration 6Q: 3 clusters Score -166957.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -167003.437500 Penalty: 742.007141 Iteration 7Q: 3 clusters Score -167003.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -167052.984375 Penalty: 742.007141 Iteration 8Q: 3 clusters Score -167053 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -167092.875000 Penalty: 742.007141 Iteration 9Q: 3 clusters Score -167092.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -167125.281250 Penalty: 742.007141 Iteration 10Q: 3 clusters Score -167125.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -167155.968750 Penalty: 742.007141 Iteration 11Q: 3 clusters Score -167156 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -167184.406250 Penalty: 742.007141 Iteration 12Q: 3 clusters Score -167184.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -167210.968750 Penalty: 742.007141 Iteration 13Q: 3 clusters Score -167211 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -167230.843750 Penalty: 742.007141 Iteration 14Q: 3 clusters Score -167230.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -167243.968750 Penalty: 742.007141 Iteration 15Q: 3 clusters Score -167244 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -167258.609375 Penalty: 742.007141 Iteration 16Q: 3 clusters Score -167258.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -167277.500000 Penalty: 742.007141 Iteration 17Q: 3 clusters Score -167277.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -167314.500000 Penalty: 742.007141 Iteration 18Q: 3 clusters Score -167314.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -167402.484375 Penalty: 742.007141 Iteration 19Q: 3 clusters Score -167402.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -167661.234375 Penalty: 742.007141 Iteration 20F: 3 clusters Score -167661.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -167901.421875 Penalty: 742.007141 Iteration 21Q: 3 clusters Score -167901.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -167938.671875 Penalty: 742.007141 Iteration 22Q: 3 clusters Score -167938.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -167946.265625 Penalty: 742.007141 Iteration 23Q: 3 clusters Score -167946.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -167954.515625 Penalty: 742.007141 Iteration 24Q: 3 clusters Score -167954.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -167960.484375 Penalty: 742.007141 Iteration 25Q: 3 clusters Score -167960.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -167964.578125 Penalty: 742.007141 Iteration 26Q: 3 clusters Score -167964.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -167966.484375 Penalty: 742.007141 Iteration 27Q: 3 clusters Score -167966.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -167967.640625 Penalty: 742.007141 Iteration 28Q: 3 clusters Score -167967.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -167969.046875 Penalty: 742.007141 Iteration 29Q: 3 clusters Score -167969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -167969.593750 Penalty: 742.007141 Iteration 30Q: 3 clusters Score -167969.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -167969.968750 Penalty: 742.007141 Iteration 31Q: 3 clusters Score -167970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -167970.203125 Penalty: 742.007141 Iteration 32Q: 3 clusters Score -167970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -167970.046875 Penalty: 742.007141 Iteration 33Q: 3 clusters Score -167970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -167970.046875 Penalty: 742.007141 Iteration 34F: 3 clusters Score -167970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2164 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5310 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118544 members Mstep: Class 7 contains 25841 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 2410 members Mstep: Class 10 contains 4531 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24033 members Mstep: Class 13 contains 2309 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22179 members Mstep: Class 18 contains 1648 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6802 members Mstep: Class 22 contains 4793 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42595 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1867 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Mstep: Class 32 contains 2602 members Mstep: Class 33 contains 1168 members Entering Unmasked Estep Score: -21380880.000000 Penalty: 19418.269531 Splitting cluster 13 changes total score from -21380248.000000 to -21380880.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 14 (1886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Entering Unmasked Estep Score: -109277.906250 Penalty: 343.170715 Iteration 0F: 2 clusters Score -109277.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -107890.921875 Penalty: 686.341431 Iteration 0F: 3 clusters Score -107890.9 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -108328.921875 Penalty: 686.341431 Iteration 1F: 3 clusters Score -108328.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -108423.257812 Penalty: 686.341431 Iteration 2F: 3 clusters Score -108423.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -108494.960938 Penalty: 686.341431 Iteration 3F: 3 clusters Score -108495 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -108554.281250 Penalty: 686.341431 Iteration 4Q: 3 clusters Score -108554.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -108597.992188 Penalty: 686.341431 Iteration 5Q: 3 clusters Score -108598 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -108634.773438 Penalty: 686.341431 Iteration 6Q: 3 clusters Score -108634.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -108668.109375 Penalty: 686.341431 Iteration 7Q: 3 clusters Score -108668.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -108700.281250 Penalty: 686.341431 Iteration 8Q: 3 clusters Score -108700.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -108717.593750 Penalty: 686.341431 Iteration 9Q: 3 clusters Score -108717.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -108728.664062 Penalty: 686.341431 Iteration 10Q: 3 clusters Score -108728.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -108736.648438 Penalty: 686.341431 Iteration 11Q: 3 clusters Score -108736.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -108747.007812 Penalty: 686.341431 Iteration 12Q: 3 clusters Score -108747 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -108759.742188 Penalty: 686.341431 Iteration 13Q: 3 clusters Score -108759.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -108772.085938 Penalty: 686.341431 Iteration 14Q: 3 clusters Score -108772.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -108781.882812 Penalty: 686.341431 Iteration 15Q: 3 clusters Score -108781.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -108794.750000 Penalty: 686.341431 Iteration 16Q: 3 clusters Score -108794.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -108805.257812 Penalty: 686.341431 Iteration 17Q: 3 clusters Score -108805.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -108816.390625 Penalty: 686.341431 Iteration 18Q: 3 clusters Score -108816.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -108826.023438 Penalty: 686.341431 Iteration 19Q: 3 clusters Score -108826 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -108838.953125 Penalty: 686.341431 Iteration 20F: 3 clusters Score -108839 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -108848.531250 Penalty: 686.341431 Iteration 21Q: 3 clusters Score -108848.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -108858.671875 Penalty: 686.341431 Iteration 22Q: 3 clusters Score -108858.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -108869.226562 Penalty: 686.341431 Iteration 23Q: 3 clusters Score -108869.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -108883.507812 Penalty: 686.341431 Iteration 24Q: 3 clusters Score -108883.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -108898.351562 Penalty: 686.341431 Iteration 25Q: 3 clusters Score -108898.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -108910.617188 Penalty: 686.341431 Iteration 26Q: 3 clusters Score -108910.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -108922.906250 Penalty: 686.341431 Iteration 27Q: 3 clusters Score -108922.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -108928.109375 Penalty: 686.341431 Iteration 28Q: 3 clusters Score -108928.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -108933.617188 Penalty: 686.341431 Iteration 29Q: 3 clusters Score -108933.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -108940.554688 Penalty: 686.341431 Iteration 30Q: 3 clusters Score -108940.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -108949.164062 Penalty: 686.341431 Iteration 31Q: 3 clusters Score -108949.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -108953.914062 Penalty: 686.341431 Iteration 32Q: 3 clusters Score -108953.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -108956.945312 Penalty: 686.341431 Iteration 33Q: 3 clusters Score -108956.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -108959.125000 Penalty: 686.341431 Iteration 34Q: 3 clusters Score -108959.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -108959.859375 Penalty: 686.341431 Iteration 35Q: 3 clusters Score -108959.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -108959.859375 Penalty: 686.341431 Iteration 36F: 3 clusters Score -108959.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Entering Unmasked Estep Score: -186803.406250 Penalty: 372.547424 Iteration 0F: 2 clusters Score -186803.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -184297.406250 Penalty: 745.094849 Iteration 0F: 3 clusters Score -184297.4 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -185237.859375 Penalty: 745.094849 Iteration 1F: 3 clusters Score -185237.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -185364.093750 Penalty: 745.094849 Iteration 2F: 3 clusters Score -185364.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -185501.656250 Penalty: 745.094849 Iteration 3F: 3 clusters Score -185501.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -185682.390625 Penalty: 745.094849 Iteration 4F: 3 clusters Score -185682.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -185885.156250 Penalty: 745.094849 Iteration 5F: 3 clusters Score -185885.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -186096.984375 Penalty: 745.094849 Iteration 6F: 3 clusters Score -186097 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -186272.406250 Penalty: 745.094849 Iteration 7F: 3 clusters Score -186272.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -186405.718750 Penalty: 745.094849 Iteration 8Q: 3 clusters Score -186405.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -186462.812500 Penalty: 745.094849 Iteration 9Q: 3 clusters Score -186462.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -186485.125000 Penalty: 745.094849 Iteration 10Q: 3 clusters Score -186485.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -186507.312500 Penalty: 745.094849 Iteration 11Q: 3 clusters Score -186507.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -186528.281250 Penalty: 745.094849 Iteration 12Q: 3 clusters Score -186528.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -186538.921875 Penalty: 745.094849 Iteration 13Q: 3 clusters Score -186538.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -186547.359375 Penalty: 745.094849 Iteration 14Q: 3 clusters Score -186547.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -186556.156250 Penalty: 745.094849 Iteration 15Q: 3 clusters Score -186556.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -186566.734375 Penalty: 745.094849 Iteration 16Q: 3 clusters Score -186566.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -186576.250000 Penalty: 745.094849 Iteration 17Q: 3 clusters Score -186576.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -186583.562500 Penalty: 745.094849 Iteration 18Q: 3 clusters Score -186583.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -186589.750000 Penalty: 745.094849 Iteration 19Q: 3 clusters Score -186589.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -186595.484375 Penalty: 745.094849 Iteration 20F: 3 clusters Score -186595.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -186599.781250 Penalty: 745.094849 Iteration 21Q: 3 clusters Score -186599.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -186601.890625 Penalty: 745.094849 Iteration 22Q: 3 clusters Score -186601.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -186603.328125 Penalty: 745.094849 Iteration 23Q: 3 clusters Score -186603.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -186603.968750 Penalty: 745.094849 Iteration 24Q: 3 clusters Score -186604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -186604.359375 Penalty: 745.094849 Iteration 25Q: 3 clusters Score -186604.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -186604.562500 Penalty: 745.094849 Iteration 26Q: 3 clusters Score -186604.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -186604.312500 Penalty: 745.094849 Iteration 27Q: 3 clusters Score -186604.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -186604.281250 Penalty: 745.094849 Iteration 28Q: 3 clusters Score -186604.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -186604.281250 Penalty: 745.094849 Iteration 29F: 3 clusters Score -186604.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Entering Unmasked Estep Score: -65081.960938 Penalty: 324.564972 Iteration 0F: 2 clusters Score -65081.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -64086.472656 Penalty: 649.129944 Iteration 0F: 3 clusters Score -64086.47 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -64391.046875 Penalty: 649.129944 Iteration 1F: 3 clusters Score -64391.05 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -64469.375000 Penalty: 649.129944 Iteration 2F: 3 clusters Score -64469.38 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -64535.425781 Penalty: 649.129944 Iteration 3F: 3 clusters Score -64535.43 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -64626.570312 Penalty: 649.129944 Iteration 4F: 3 clusters Score -64626.57 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -64683.761719 Penalty: 649.129944 Iteration 5F: 3 clusters Score -64683.76 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -64717.144531 Penalty: 649.129944 Iteration 6Q: 3 clusters Score -64717.14 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -64734.707031 Penalty: 649.129944 Iteration 7Q: 3 clusters Score -64734.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -64748.625000 Penalty: 649.129944 Iteration 8Q: 3 clusters Score -64748.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -64762.980469 Penalty: 649.129944 Iteration 9Q: 3 clusters Score -64762.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -64780.187500 Penalty: 649.129944 Iteration 10Q: 3 clusters Score -64780.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -64805.355469 Penalty: 649.129944 Iteration 11Q: 3 clusters Score -64805.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -64840.789062 Penalty: 649.129944 Iteration 12Q: 3 clusters Score -64840.79 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -64871.296875 Penalty: 649.129944 Iteration 13Q: 3 clusters Score -64871.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -64889.238281 Penalty: 649.129944 Iteration 14Q: 3 clusters Score -64889.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -64909.187500 Penalty: 649.129944 Iteration 15Q: 3 clusters Score -64909.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -64920.976562 Penalty: 649.129944 Iteration 16Q: 3 clusters Score -64920.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -64923.324219 Penalty: 649.129944 Iteration 17Q: 3 clusters Score -64923.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -64924.003906 Penalty: 649.129944 Iteration 18Q: 3 clusters Score -64924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -64924.113281 Penalty: 649.129944 Iteration 19Q: 3 clusters Score -64924.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -64924.113281 Penalty: 649.129944 Iteration 20F: 3 clusters Score -64924.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22179 members Entering Unmasked Estep Score: -1172653.125000 Penalty: 455.313995 Iteration 0F: 2 clusters Score -1172653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1157917.375000 Penalty: 910.627991 Iteration 0F: 3 clusters Score -1157917 nChanged 10651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -1165414.125000 Penalty: 910.627991 Iteration 1F: 3 clusters Score -1165414 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14626 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1166431.250000 Penalty: 910.627991 Iteration 2F: 3 clusters Score -1166431 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -1167365.250000 Penalty: 910.627991 Iteration 3F: 3 clusters Score -1167365 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16928 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1168239.250000 Penalty: 910.627991 Iteration 4F: 3 clusters Score -1168239 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18091 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1169105.500000 Penalty: 910.627991 Iteration 5F: 3 clusters Score -1169106 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19179 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1169949.875000 Penalty: 910.627991 Iteration 6F: 3 clusters Score -1169950 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20138 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1170706.375000 Penalty: 910.627991 Iteration 7Q: 3 clusters Score -1170706 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20898 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1171319.500000 Penalty: 910.627991 Iteration 8Q: 3 clusters Score -1171320 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21416 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1171726.000000 Penalty: 910.627991 Iteration 9Q: 3 clusters Score -1171726 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21742 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1171981.875000 Penalty: 910.627991 Iteration 10Q: 3 clusters Score -1171982 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21924 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1172149.250000 Penalty: 910.627991 Iteration 11Q: 3 clusters Score -1172149 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1172221.500000 Penalty: 910.627991 Iteration 12Q: 3 clusters Score -1172222 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22028 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1172251.875000 Penalty: 910.627991 Iteration 13Q: 3 clusters Score -1172252 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22051 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1172269.000000 Penalty: 910.627991 Iteration 14Q: 3 clusters Score -1172269 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22062 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1172279.000000 Penalty: 910.627991 Iteration 15Q: 3 clusters Score -1172279 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22067 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -1172287.125000 Penalty: 910.627991 Iteration 16Q: 3 clusters Score -1172287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22070 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1172292.250000 Penalty: 910.627991 Iteration 17Q: 3 clusters Score -1172292 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22070 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1172291.500000 Penalty: 910.627991 Iteration 18Q: 3 clusters Score -1172292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -1172293.625000 Penalty: 910.627991 Iteration 19Q: 3 clusters Score -1172294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22070 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1172294.250000 Penalty: 910.627991 Iteration 20F: 3 clusters Score -1172294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1172294.875000 Penalty: 910.627991 Iteration 21Q: 3 clusters Score -1172295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1172294.875000 Penalty: 910.627991 Iteration 22F: 3 clusters Score -1172295 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Entering Unmasked Estep Score: -69006.250000 Penalty: 337.032959 Iteration 0F: 2 clusters Score -69006.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -67793.804688 Penalty: 674.065918 Iteration 0F: 3 clusters Score -67793.8 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -68444.546875 Penalty: 674.065918 Iteration 1F: 3 clusters Score -68444.55 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -68606.890625 Penalty: 674.065918 Iteration 2F: 3 clusters Score -68606.89 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -68729.359375 Penalty: 674.065918 Iteration 3F: 3 clusters Score -68729.36 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -68808.164062 Penalty: 674.065918 Iteration 4F: 3 clusters Score -68808.16 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -68861.429688 Penalty: 674.065918 Iteration 5Q: 3 clusters Score -68861.43 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -68904.679688 Penalty: 674.065918 Iteration 6Q: 3 clusters Score -68904.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -68926.898438 Penalty: 674.065918 Iteration 7Q: 3 clusters Score -68926.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -68941.671875 Penalty: 674.065918 Iteration 8Q: 3 clusters Score -68941.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -68952.054688 Penalty: 674.065918 Iteration 9Q: 3 clusters Score -68952.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -68955.500000 Penalty: 674.065918 Iteration 10Q: 3 clusters Score -68955.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -68956.937500 Penalty: 674.065918 Iteration 11Q: 3 clusters Score -68956.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -68957.906250 Penalty: 674.065918 Iteration 12Q: 3 clusters Score -68957.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -68959.195312 Penalty: 674.065918 Iteration 13Q: 3 clusters Score -68959.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -68960.453125 Penalty: 674.065918 Iteration 14Q: 3 clusters Score -68960.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -68961.593750 Penalty: 674.065918 Iteration 15Q: 3 clusters Score -68961.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -68961.593750 Penalty: 674.065918 Iteration 16F: 3 clusters Score -68961.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -36636.503906 Penalty: 295.945099 Iteration 0F: 2 clusters Score -36636.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -36048.355469 Penalty: 591.890198 Iteration 0F: 3 clusters Score -36048.36 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -36199.304688 Penalty: 591.890198 Iteration 1F: 3 clusters Score -36199.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -36231.039062 Penalty: 591.890198 Iteration 2F: 3 clusters Score -36231.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -36246.113281 Penalty: 591.890198 Iteration 3Q: 3 clusters Score -36246.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -36253.527344 Penalty: 591.890198 Iteration 4Q: 3 clusters Score -36253.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -36255.062500 Penalty: 591.890198 Iteration 5Q: 3 clusters Score -36255.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36258.273438 Penalty: 591.890198 Iteration 6Q: 3 clusters Score -36258.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36261.136719 Penalty: 591.890198 Iteration 7Q: 3 clusters Score -36261.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36263.082031 Penalty: 591.890198 Iteration 8Q: 3 clusters Score -36263.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36264.511719 Penalty: 591.890198 Iteration 9Q: 3 clusters Score -36264.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36265.167969 Penalty: 591.890198 Iteration 10Q: 3 clusters Score -36265.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36265.167969 Penalty: 591.890198 Iteration 11F: 3 clusters Score -36265.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25807 members Entering Unmasked Estep Score: -1450933.125000 Penalty: 462.207275 Iteration 0F: 2 clusters Score -1450933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -1433755.375000 Penalty: 924.414551 Iteration 0F: 3 clusters Score -1433755 nChanged 12298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13546 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -1441492.250000 Penalty: 924.414551 Iteration 1F: 3 clusters Score -1441492 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14045 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1442520.750000 Penalty: 924.414551 Iteration 2F: 3 clusters Score -1442521 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -1443663.125000 Penalty: 924.414551 Iteration 3F: 3 clusters Score -1443663 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -1444830.750000 Penalty: 924.414551 Iteration 4F: 3 clusters Score -1444831 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -1446003.125000 Penalty: 924.414551 Iteration 5F: 3 clusters Score -1446003 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16651 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1446787.750000 Penalty: 924.414551 Iteration 6Q: 3 clusters Score -1446788 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -1447192.625000 Penalty: 924.414551 Iteration 7Q: 3 clusters Score -1447193 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17638 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -1447446.125000 Penalty: 924.414551 Iteration 8Q: 3 clusters Score -1447446 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18121 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -1447654.625000 Penalty: 924.414551 Iteration 9Q: 3 clusters Score -1447655 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18629 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -1447854.500000 Penalty: 924.414551 Iteration 10Q: 3 clusters Score -1447854 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19097 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1448025.375000 Penalty: 924.414551 Iteration 11Q: 3 clusters Score -1448025 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19553 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -1448204.750000 Penalty: 924.414551 Iteration 12Q: 3 clusters Score -1448205 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20035 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1448387.375000 Penalty: 924.414551 Iteration 13Q: 3 clusters Score -1448387 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20514 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -1448575.250000 Penalty: 924.414551 Iteration 14Q: 3 clusters Score -1448575 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1448754.625000 Penalty: 924.414551 Iteration 15Q: 3 clusters Score -1448755 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21386 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1448927.875000 Penalty: 924.414551 Iteration 16Q: 3 clusters Score -1448928 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21786 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1449097.500000 Penalty: 924.414551 Iteration 17Q: 3 clusters Score -1449098 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1449254.750000 Penalty: 924.414551 Iteration 18Q: 3 clusters Score -1449255 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1449386.625000 Penalty: 924.414551 Iteration 19Q: 3 clusters Score -1449387 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22773 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1449472.125000 Penalty: 924.414551 Iteration 20F: 3 clusters Score -1449472 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23016 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1449557.250000 Penalty: 924.414551 Iteration 21Q: 3 clusters Score -1449557 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23247 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1449638.000000 Penalty: 924.414551 Iteration 22Q: 3 clusters Score -1449638 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1449733.500000 Penalty: 924.414551 Iteration 23Q: 3 clusters Score -1449734 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23699 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1449828.750000 Penalty: 924.414551 Iteration 24Q: 3 clusters Score -1449829 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1449917.000000 Penalty: 924.414551 Iteration 25Q: 3 clusters Score -1449917 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24095 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1449995.000000 Penalty: 924.414551 Iteration 26Q: 3 clusters Score -1449995 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1450070.125000 Penalty: 924.414551 Iteration 27Q: 3 clusters Score -1450070 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24409 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1450118.000000 Penalty: 924.414551 Iteration 28Q: 3 clusters Score -1450118 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24534 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1450163.250000 Penalty: 924.414551 Iteration 29Q: 3 clusters Score -1450163 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1450213.500000 Penalty: 924.414551 Iteration 30Q: 3 clusters Score -1450214 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24750 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1450250.750000 Penalty: 924.414551 Iteration 31Q: 3 clusters Score -1450251 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24828 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1450273.500000 Penalty: 924.414551 Iteration 32Q: 3 clusters Score -1450274 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24913 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -1450310.625000 Penalty: 924.414551 Iteration 33Q: 3 clusters Score -1450311 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24984 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1450343.625000 Penalty: 924.414551 Iteration 34Q: 3 clusters Score -1450344 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25056 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1450380.125000 Penalty: 924.414551 Iteration 35Q: 3 clusters Score -1450380 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25115 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1450412.625000 Penalty: 924.414551 Iteration 36Q: 3 clusters Score -1450413 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25172 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1450438.625000 Penalty: 924.414551 Iteration 37Q: 3 clusters Score -1450439 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25215 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1450463.125000 Penalty: 924.414551 Iteration 38Q: 3 clusters Score -1450463 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25256 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1450479.500000 Penalty: 924.414551 Iteration 39Q: 3 clusters Score -1450480 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25298 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1450506.875000 Penalty: 924.414551 Iteration 40F: 3 clusters Score -1450507 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25328 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1450522.875000 Penalty: 924.414551 Iteration 41Q: 3 clusters Score -1450523 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25348 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1450534.500000 Penalty: 924.414551 Iteration 42Q: 3 clusters Score -1450534 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25368 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1450543.750000 Penalty: 924.414551 Iteration 43Q: 3 clusters Score -1450544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25385 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1450554.500000 Penalty: 924.414551 Iteration 44Q: 3 clusters Score -1450554 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25395 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1450559.375000 Penalty: 924.414551 Iteration 45Q: 3 clusters Score -1450559 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1450569.625000 Penalty: 924.414551 Iteration 46Q: 3 clusters Score -1450570 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25410 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1450572.375000 Penalty: 924.414551 Iteration 47Q: 3 clusters Score -1450572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25414 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1450575.375000 Penalty: 924.414551 Iteration 48Q: 3 clusters Score -1450575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25416 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1450577.000000 Penalty: 924.414551 Iteration 49Q: 3 clusters Score -1450577 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1450576.250000 Penalty: 924.414551 Iteration 50Q: 3 clusters Score -1450576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1450576.250000 Penalty: 924.414551 Iteration 51Q: 3 clusters Score -1450576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1450576.875000 Penalty: 924.414551 Iteration 52Q: 3 clusters Score -1450577 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25414 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1450578.625000 Penalty: 924.414551 Iteration 53Q: 3 clusters Score -1450579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25413 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1450578.750000 Penalty: 924.414551 Iteration 54Q: 3 clusters Score -1450579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25413 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1450578.750000 Penalty: 924.414551 Iteration 55F: 3 clusters Score -1450579 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Entering Unmasked Estep Score: -346049.156250 Penalty: 401.536224 Iteration 0F: 2 clusters Score -346049.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -341431.375000 Penalty: 803.072449 Iteration 0F: 3 clusters Score -341431.4 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -343353.156250 Penalty: 803.072449 Iteration 1F: 3 clusters Score -343353.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -343581.093750 Penalty: 803.072449 Iteration 2F: 3 clusters Score -343581.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -343860.781250 Penalty: 803.072449 Iteration 3F: 3 clusters Score -343860.8 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -344233.250000 Penalty: 803.072449 Iteration 4F: 3 clusters Score -344233.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -344643.937500 Penalty: 803.072449 Iteration 5F: 3 clusters Score -344643.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -345006.750000 Penalty: 803.072449 Iteration 6F: 3 clusters Score -345006.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -345294.718750 Penalty: 803.072449 Iteration 7Q: 3 clusters Score -345294.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -345491.937500 Penalty: 803.072449 Iteration 8Q: 3 clusters Score -345491.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -345608.593750 Penalty: 803.072449 Iteration 9Q: 3 clusters Score -345608.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -345663.625000 Penalty: 803.072449 Iteration 10Q: 3 clusters Score -345663.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -345688.781250 Penalty: 803.072449 Iteration 11Q: 3 clusters Score -345688.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -345697.843750 Penalty: 803.072449 Iteration 12Q: 3 clusters Score -345697.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -345706.625000 Penalty: 803.072449 Iteration 13Q: 3 clusters Score -345706.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -345713.812500 Penalty: 803.072449 Iteration 14Q: 3 clusters Score -345713.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -345718.312500 Penalty: 803.072449 Iteration 15Q: 3 clusters Score -345718.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -345719.968750 Penalty: 803.072449 Iteration 16Q: 3 clusters Score -345720 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -345719.968750 Penalty: 803.072449 Iteration 17F: 3 clusters Score -345720 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -251919.437500 Penalty: 385.608490 Iteration 0F: 2 clusters Score -251919.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -248730.062500 Penalty: 771.216980 Iteration 0F: 3 clusters Score -248730.1 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -250054.250000 Penalty: 771.216980 Iteration 1F: 3 clusters Score -250054.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -250292.406250 Penalty: 771.216980 Iteration 2F: 3 clusters Score -250292.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -250450.609375 Penalty: 771.216980 Iteration 3F: 3 clusters Score -250450.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -250553.546875 Penalty: 771.216980 Iteration 4Q: 3 clusters Score -250553.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -250624.906250 Penalty: 771.216980 Iteration 5Q: 3 clusters Score -250624.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -250671.906250 Penalty: 771.216980 Iteration 6Q: 3 clusters Score -250671.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -250704.203125 Penalty: 771.216980 Iteration 7Q: 3 clusters Score -250704.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -250751.375000 Penalty: 771.216980 Iteration 8Q: 3 clusters Score -250751.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -250830.171875 Penalty: 771.216980 Iteration 9Q: 3 clusters Score -250830.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -250943.093750 Penalty: 771.216980 Iteration 10Q: 3 clusters Score -250943.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -251101.484375 Penalty: 771.216980 Iteration 11Q: 3 clusters Score -251101.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -251233.484375 Penalty: 771.216980 Iteration 12Q: 3 clusters Score -251233.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -251318.640625 Penalty: 771.216980 Iteration 13Q: 3 clusters Score -251318.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -251350.875000 Penalty: 771.216980 Iteration 14Q: 3 clusters Score -251350.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -251367.765625 Penalty: 771.216980 Iteration 15Q: 3 clusters Score -251367.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -251387.031250 Penalty: 771.216980 Iteration 16Q: 3 clusters Score -251387 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -251398.484375 Penalty: 771.216980 Iteration 17Q: 3 clusters Score -251398.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -251407.828125 Penalty: 771.216980 Iteration 18Q: 3 clusters Score -251407.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -251414.546875 Penalty: 771.216980 Iteration 19Q: 3 clusters Score -251414.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -251419.640625 Penalty: 771.216980 Iteration 20F: 3 clusters Score -251419.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -251429.109375 Penalty: 771.216980 Iteration 21Q: 3 clusters Score -251429.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -251440.046875 Penalty: 771.216980 Iteration 22Q: 3 clusters Score -251440 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -251447.234375 Penalty: 771.216980 Iteration 23Q: 3 clusters Score -251447.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -251452.156250 Penalty: 771.216980 Iteration 24Q: 3 clusters Score -251452.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -251455.234375 Penalty: 771.216980 Iteration 25Q: 3 clusters Score -251455.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -251457.453125 Penalty: 771.216980 Iteration 26Q: 3 clusters Score -251457.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -251461.281250 Penalty: 771.216980 Iteration 27Q: 3 clusters Score -251461.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -251463.171875 Penalty: 771.216980 Iteration 28Q: 3 clusters Score -251463.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -251464.609375 Penalty: 771.216980 Iteration 29Q: 3 clusters Score -251464.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -251465.609375 Penalty: 771.216980 Iteration 30Q: 3 clusters Score -251465.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -251465.937500 Penalty: 771.216980 Iteration 31Q: 3 clusters Score -251465.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -251466.281250 Penalty: 771.216980 Iteration 32Q: 3 clusters Score -251466.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -251466.203125 Penalty: 771.216980 Iteration 33Q: 3 clusters Score -251466.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -251466.406250 Penalty: 771.216980 Iteration 34Q: 3 clusters Score -251466.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -251466.968750 Penalty: 771.216980 Iteration 35Q: 3 clusters Score -251467 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -251466.968750 Penalty: 771.216980 Iteration 36F: 3 clusters Score -251467 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (65843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65843 members Entering Unmasked Estep Score: -3602410.000000 Penalty: 504.823761 Iteration 0F: 2 clusters Score -3602410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32959 members Mstep: Class 2 contains 32884 members Entering Unmasked Estep Score: -3558052.000000 Penalty: 1009.647522 Iteration 0F: 3 clusters Score -3558052 nChanged 32047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31612 members Mstep: Class 2 contains 34231 members Entering Unmasked Estep Score: -3577281.000000 Penalty: 1009.647522 Iteration 1F: 3 clusters Score -3577281 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31027 members Mstep: Class 2 contains 34816 members Entering Unmasked Estep Score: -3578598.250000 Penalty: 1009.647522 Iteration 2Q: 3 clusters Score -3578598 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30341 members Mstep: Class 2 contains 35502 members Entering Unmasked Estep Score: -3580331.000000 Penalty: 1009.647522 Iteration 3F: 3 clusters Score -3580331 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29743 members Mstep: Class 2 contains 36100 members Entering Unmasked Estep Score: -3582570.750000 Penalty: 1009.647522 Iteration 4F: 3 clusters Score -3582571 nChanged 4012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29193 members Mstep: Class 2 contains 36650 members Entering Unmasked Estep Score: -3585174.250000 Penalty: 1009.647522 Iteration 5F: 3 clusters Score -3585174 nChanged 4020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28693 members Mstep: Class 2 contains 37150 members Entering Unmasked Estep Score: -3587843.000000 Penalty: 1009.647522 Iteration 6F: 3 clusters Score -3587843 nChanged 3717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28264 members Mstep: Class 2 contains 37579 members Entering Unmasked Estep Score: -3590298.500000 Penalty: 1009.647522 Iteration 7F: 3 clusters Score -3590298 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27943 members Mstep: Class 2 contains 37900 members Entering Unmasked Estep Score: -3592067.250000 Penalty: 1009.647522 Iteration 8Q: 3 clusters Score -3592067 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27591 members Mstep: Class 2 contains 38252 members Entering Unmasked Estep Score: -3593037.500000 Penalty: 1009.647522 Iteration 9Q: 3 clusters Score -3593038 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27210 members Mstep: Class 2 contains 38633 members Entering Unmasked Estep Score: -3593489.250000 Penalty: 1009.647522 Iteration 10Q: 3 clusters Score -3593489 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26811 members Mstep: Class 2 contains 39032 members Entering Unmasked Estep Score: -3593740.000000 Penalty: 1009.647522 Iteration 11Q: 3 clusters Score -3593740 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 39455 members Entering Unmasked Estep Score: -3593938.750000 Penalty: 1009.647522 Iteration 12Q: 3 clusters Score -3593939 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25960 members Mstep: Class 2 contains 39883 members Entering Unmasked Estep Score: -3594121.250000 Penalty: 1009.647522 Iteration 13Q: 3 clusters Score -3594121 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25506 members Mstep: Class 2 contains 40337 members Entering Unmasked Estep Score: -3594283.750000 Penalty: 1009.647522 Iteration 14Q: 3 clusters Score -3594284 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25029 members Mstep: Class 2 contains 40814 members Entering Unmasked Estep Score: -3594452.000000 Penalty: 1009.647522 Iteration 15Q: 3 clusters Score -3594452 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24494 members Mstep: Class 2 contains 41349 members Entering Unmasked Estep Score: -3594600.750000 Penalty: 1009.647522 Iteration 16Q: 3 clusters Score -3594601 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23957 members Mstep: Class 2 contains 41886 members Entering Unmasked Estep Score: -3594789.000000 Penalty: 1009.647522 Iteration 17Q: 3 clusters Score -3594789 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23389 members Mstep: Class 2 contains 42454 members Entering Unmasked Estep Score: -3594928.500000 Penalty: 1009.647522 Iteration 18Q: 3 clusters Score -3594928 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22832 members Mstep: Class 2 contains 43011 members Entering Unmasked Estep Score: -3595106.000000 Penalty: 1009.647522 Iteration 19Q: 3 clusters Score -3595106 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 43556 members Entering Unmasked Estep Score: -3595280.750000 Penalty: 1009.647522 Iteration 20F: 3 clusters Score -3595281 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 44199 members Entering Unmasked Estep Score: -3595463.750000 Penalty: 1009.647522 Iteration 21Q: 3 clusters Score -3595464 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20940 members Mstep: Class 2 contains 44903 members Entering Unmasked Estep Score: -3595657.750000 Penalty: 1009.647522 Iteration 22Q: 3 clusters Score -3595658 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 45600 members Entering Unmasked Estep Score: -3595861.000000 Penalty: 1009.647522 Iteration 23Q: 3 clusters Score -3595861 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19498 members Mstep: Class 2 contains 46345 members Entering Unmasked Estep Score: -3596075.250000 Penalty: 1009.647522 Iteration 24Q: 3 clusters Score -3596075 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18715 members Mstep: Class 2 contains 47128 members Entering Unmasked Estep Score: -3596301.250000 Penalty: 1009.647522 Iteration 25Q: 3 clusters Score -3596301 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17923 members Mstep: Class 2 contains 47920 members Entering Unmasked Estep Score: -3596541.250000 Penalty: 1009.647522 Iteration 26Q: 3 clusters Score -3596541 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 48671 members Entering Unmasked Estep Score: -3596763.500000 Penalty: 1009.647522 Iteration 27Q: 3 clusters Score -3596764 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 49460 members Entering Unmasked Estep Score: -3596996.250000 Penalty: 1009.647522 Iteration 28Q: 3 clusters Score -3596996 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 50259 members Entering Unmasked Estep Score: -3597217.750000 Penalty: 1009.647522 Iteration 29Q: 3 clusters Score -3597218 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14795 members Mstep: Class 2 contains 51048 members Entering Unmasked Estep Score: -3597443.750000 Penalty: 1009.647522 Iteration 30Q: 3 clusters Score -3597444 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 51843 members Entering Unmasked Estep Score: -3597664.500000 Penalty: 1009.647522 Iteration 31Q: 3 clusters Score -3597664 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 52589 members Entering Unmasked Estep Score: -3597855.250000 Penalty: 1009.647522 Iteration 32Q: 3 clusters Score -3597855 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 53357 members Entering Unmasked Estep Score: -3598057.750000 Penalty: 1009.647522 Iteration 33Q: 3 clusters Score -3598058 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11718 members Mstep: Class 2 contains 54125 members Entering Unmasked Estep Score: -3598293.750000 Penalty: 1009.647522 Iteration 34Q: 3 clusters Score -3598294 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 54885 members Entering Unmasked Estep Score: -3598487.250000 Penalty: 1009.647522 Iteration 35Q: 3 clusters Score -3598487 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 55660 members Entering Unmasked Estep Score: -3598686.500000 Penalty: 1009.647522 Iteration 36Q: 3 clusters Score -3598686 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 56414 members Entering Unmasked Estep Score: -3598915.000000 Penalty: 1009.647522 Iteration 37Q: 3 clusters Score -3598915 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 57121 members Entering Unmasked Estep Score: -3599107.250000 Penalty: 1009.647522 Iteration 38Q: 3 clusters Score -3599107 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 57808 members Entering Unmasked Estep Score: -3599318.500000 Penalty: 1009.647522 Iteration 39Q: 3 clusters Score -3599318 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 58460 members Entering Unmasked Estep Score: -3599512.250000 Penalty: 1009.647522 Iteration 40F: 3 clusters Score -3599512 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 59048 members Entering Unmasked Estep Score: -3599685.250000 Penalty: 1009.647522 Iteration 41Q: 3 clusters Score -3599685 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 59609 members Entering Unmasked Estep Score: -3599857.000000 Penalty: 1009.647522 Iteration 42Q: 3 clusters Score -3599857 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 60160 members Entering Unmasked Estep Score: -3600026.500000 Penalty: 1009.647522 Iteration 43Q: 3 clusters Score -3600026 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 60703 members Entering Unmasked Estep Score: -3600196.500000 Penalty: 1009.647522 Iteration 44Q: 3 clusters Score -3600196 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 61215 members Entering Unmasked Estep Score: -3600366.250000 Penalty: 1009.647522 Iteration 45Q: 3 clusters Score -3600366 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 61730 members Entering Unmasked Estep Score: -3600559.000000 Penalty: 1009.647522 Iteration 46Q: 3 clusters Score -3600559 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 62222 members Entering Unmasked Estep Score: -3600743.000000 Penalty: 1009.647522 Iteration 47Q: 3 clusters Score -3600743 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 62696 members Entering Unmasked Estep Score: -3600923.500000 Penalty: 1009.647522 Iteration 48Q: 3 clusters Score -3600924 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 63110 members Entering Unmasked Estep Score: -3601106.250000 Penalty: 1009.647522 Iteration 49Q: 3 clusters Score -3601106 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 63493 members Entering Unmasked Estep Score: -3601260.750000 Penalty: 1009.647522 Iteration 50Q: 3 clusters Score -3601261 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 63832 members Entering Unmasked Estep Score: -3601414.500000 Penalty: 1009.647522 Iteration 51Q: 3 clusters Score -3601414 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 64112 members Entering Unmasked Estep Score: -3601543.250000 Penalty: 1009.647522 Iteration 52Q: 3 clusters Score -3601543 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 64325 members Entering Unmasked Estep Score: -3601638.250000 Penalty: 1009.647522 Iteration 53Q: 3 clusters Score -3601638 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 64499 members Entering Unmasked Estep Score: -3601708.000000 Penalty: 1009.647522 Iteration 54Q: 3 clusters Score -3601708 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 64644 members Entering Unmasked Estep Score: -3601768.750000 Penalty: 1009.647522 Iteration 55Q: 3 clusters Score -3601769 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 64765 members Entering Unmasked Estep Score: -3601817.750000 Penalty: 1009.647522 Iteration 56Q: 3 clusters Score -3601818 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 64866 members Entering Unmasked Estep Score: -3601857.250000 Penalty: 1009.647522 Iteration 57Q: 3 clusters Score -3601857 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 64940 members Entering Unmasked Estep Score: -3601882.750000 Penalty: 1009.647522 Iteration 58Q: 3 clusters Score -3601883 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 64997 members Entering Unmasked Estep Score: -3601901.000000 Penalty: 1009.647522 Iteration 59Q: 3 clusters Score -3601901 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 65041 members Entering Unmasked Estep Score: -3601921.750000 Penalty: 1009.647522 Iteration 60F: 3 clusters Score -3601922 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 65100 members Entering Unmasked Estep Score: -3601945.750000 Penalty: 1009.647522 Iteration 61Q: 3 clusters Score -3601946 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 65154 members Entering Unmasked Estep Score: -3601972.500000 Penalty: 1009.647522 Iteration 62Q: 3 clusters Score -3601972 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 65194 members Entering Unmasked Estep Score: -3602003.000000 Penalty: 1009.647522 Iteration 63Q: 3 clusters Score -3602003 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 65233 members Entering Unmasked Estep Score: -3602017.000000 Penalty: 1009.647522 Iteration 64Q: 3 clusters Score -3602017 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 65265 members Entering Unmasked Estep Score: -3602033.000000 Penalty: 1009.647522 Iteration 65Q: 3 clusters Score -3602033 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 65285 members Entering Unmasked Estep Score: -3602044.750000 Penalty: 1009.647522 Iteration 66Q: 3 clusters Score -3602045 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 65302 members Entering Unmasked Estep Score: -3602055.000000 Penalty: 1009.647522 Iteration 67Q: 3 clusters Score -3602055 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 65316 members Entering Unmasked Estep Score: -3602060.500000 Penalty: 1009.647522 Iteration 68Q: 3 clusters Score -3602060 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 65321 members Entering Unmasked Estep Score: -3602065.500000 Penalty: 1009.647522 Iteration 69Q: 3 clusters Score -3602066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 65327 members Entering Unmasked Estep Score: -3602071.000000 Penalty: 1009.647522 Iteration 70Q: 3 clusters Score -3602071 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 65342 members Entering Unmasked Estep Score: -3602075.750000 Penalty: 1009.647522 Iteration 71Q: 3 clusters Score -3602076 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 65354 members Entering Unmasked Estep Score: -3602072.500000 Penalty: 1009.647522 Iteration 72Q: 3 clusters Score -3602072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 65364 members Entering Unmasked Estep Score: -3602073.500000 Penalty: 1009.647522 Iteration 73Q: 3 clusters Score -3602074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 65368 members Entering Unmasked Estep Score: -3602070.250000 Penalty: 1009.647522 Iteration 74Q: 3 clusters Score -3602070 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 65373 members Entering Unmasked Estep Score: -3602074.500000 Penalty: 1009.647522 Iteration 75Q: 3 clusters Score -3602074 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 65377 members Entering Unmasked Estep Score: -3602078.000000 Penalty: 1009.647522 Iteration 76Q: 3 clusters Score -3602078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 65378 members Entering Unmasked Estep Score: -3602079.500000 Penalty: 1009.647522 Iteration 77Q: 3 clusters Score -3602080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 65382 members Entering Unmasked Estep Score: -3602079.750000 Penalty: 1009.647522 Iteration 78Q: 3 clusters Score -3602080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 65385 members Entering Unmasked Estep Score: -3602076.750000 Penalty: 1009.647522 Iteration 79Q: 3 clusters Score -3602077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 65386 members Entering Unmasked Estep Score: -3602078.000000 Penalty: 1009.647522 Iteration 80F: 3 clusters Score -3602078 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -9063.862305 Penalty: 237.031616 Iteration 0F: 2 clusters Score -9063.862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8781.251953 Penalty: 474.063232 Iteration 0F: 3 clusters Score -8781.252 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8836.029297 Penalty: 474.063232 Iteration 1F: 3 clusters Score -8836.029 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8856.391602 Penalty: 474.063232 Iteration 2F: 3 clusters Score -8856.392 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8867.019531 Penalty: 474.063232 Iteration 3Q: 3 clusters Score -8867.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8869.558594 Penalty: 474.063232 Iteration 4Q: 3 clusters Score -8869.559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8872.714844 Penalty: 474.063232 Iteration 5Q: 3 clusters Score -8872.715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8872.714844 Penalty: 474.063232 Iteration 6F: 3 clusters Score -8872.715 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -11737.258789 Penalty: 266.144287 Iteration 0F: 2 clusters Score -11737.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -11379.578125 Penalty: 532.288574 Iteration 0F: 3 clusters Score -11379.58 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11516.262695 Penalty: 532.288574 Iteration 1F: 3 clusters Score -11516.26 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -11569.139648 Penalty: 532.288574 Iteration 2F: 3 clusters Score -11569.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -11592.922852 Penalty: 532.288574 Iteration 3F: 3 clusters Score -11592.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -11605.945312 Penalty: 532.288574 Iteration 4Q: 3 clusters Score -11605.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -11609.665039 Penalty: 532.288574 Iteration 5Q: 3 clusters Score -11609.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11610.356445 Penalty: 532.288574 Iteration 6Q: 3 clusters Score -11610.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11614.087891 Penalty: 532.288574 Iteration 7Q: 3 clusters Score -11614.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -11616.375977 Penalty: 532.288574 Iteration 8Q: 3 clusters Score -11616.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -11617.069336 Penalty: 532.288574 Iteration 9Q: 3 clusters Score -11617.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -11617.069336 Penalty: 532.288574 Iteration 10F: 3 clusters Score -11617.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (42595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42595 members Entering Unmasked Estep Score: -2390634.750000 Penalty: 485.006897 Iteration 0F: 2 clusters Score -2390635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21290 members Mstep: Class 2 contains 21305 members Entering Unmasked Estep Score: -2362151.250000 Penalty: 970.013794 Iteration 0F: 3 clusters Score -2362151 nChanged 20548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 20331 members Entering Unmasked Estep Score: -2375270.250000 Penalty: 970.013794 Iteration 1F: 3 clusters Score -2375270 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22775 members Mstep: Class 2 contains 19820 members Entering Unmasked Estep Score: -2376325.750000 Penalty: 970.013794 Iteration 2Q: 3 clusters Score -2376326 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -2377603.500000 Penalty: 970.013794 Iteration 3F: 3 clusters Score -2377604 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23596 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -2379252.750000 Penalty: 970.013794 Iteration 4F: 3 clusters Score -2379253 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23822 members Mstep: Class 2 contains 18773 members Entering Unmasked Estep Score: -2380955.000000 Penalty: 970.013794 Iteration 5F: 3 clusters Score -2380955 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24032 members Mstep: Class 2 contains 18563 members Entering Unmasked Estep Score: -2382019.250000 Penalty: 970.013794 Iteration 6F: 3 clusters Score -2382019 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 18350 members Entering Unmasked Estep Score: -2382514.750000 Penalty: 970.013794 Iteration 7Q: 3 clusters Score -2382515 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24484 members Mstep: Class 2 contains 18111 members Entering Unmasked Estep Score: -2382714.000000 Penalty: 970.013794 Iteration 8Q: 3 clusters Score -2382714 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24747 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -2382826.250000 Penalty: 970.013794 Iteration 9Q: 3 clusters Score -2382826 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25049 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -2382923.500000 Penalty: 970.013794 Iteration 10Q: 3 clusters Score -2382924 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25399 members Mstep: Class 2 contains 17196 members Entering Unmasked Estep Score: -2383000.250000 Penalty: 970.013794 Iteration 11Q: 3 clusters Score -2383000 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -2383072.750000 Penalty: 970.013794 Iteration 12Q: 3 clusters Score -2383073 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26201 members Mstep: Class 2 contains 16394 members Entering Unmasked Estep Score: -2383179.250000 Penalty: 970.013794 Iteration 13Q: 3 clusters Score -2383179 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26669 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -2383273.000000 Penalty: 970.013794 Iteration 14Q: 3 clusters Score -2383273 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27190 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -2383385.000000 Penalty: 970.013794 Iteration 15Q: 3 clusters Score -2383385 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27759 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -2383506.000000 Penalty: 970.013794 Iteration 16Q: 3 clusters Score -2383506 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28388 members Mstep: Class 2 contains 14207 members Entering Unmasked Estep Score: -2383649.750000 Penalty: 970.013794 Iteration 17Q: 3 clusters Score -2383650 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29067 members Mstep: Class 2 contains 13528 members Entering Unmasked Estep Score: -2383807.250000 Penalty: 970.013794 Iteration 18Q: 3 clusters Score -2383807 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29763 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -2383969.500000 Penalty: 970.013794 Iteration 19Q: 3 clusters Score -2383970 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30500 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -2384158.000000 Penalty: 970.013794 Iteration 20F: 3 clusters Score -2384158 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31329 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -2384410.250000 Penalty: 970.013794 Iteration 21Q: 3 clusters Score -2384410 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32199 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -2384692.000000 Penalty: 970.013794 Iteration 22Q: 3 clusters Score -2384692 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33131 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -2385058.750000 Penalty: 970.013794 Iteration 23Q: 3 clusters Score -2385059 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34135 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -2385472.500000 Penalty: 970.013794 Iteration 24Q: 3 clusters Score -2385472 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35146 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -2385945.750000 Penalty: 970.013794 Iteration 25Q: 3 clusters Score -2385946 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36173 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -2386435.750000 Penalty: 970.013794 Iteration 26Q: 3 clusters Score -2386436 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37124 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -2386931.750000 Penalty: 970.013794 Iteration 27Q: 3 clusters Score -2386932 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38013 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -2387424.750000 Penalty: 970.013794 Iteration 28Q: 3 clusters Score -2387425 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38843 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -2387915.250000 Penalty: 970.013794 Iteration 29Q: 3 clusters Score -2387915 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39622 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -2388382.000000 Penalty: 970.013794 Iteration 30Q: 3 clusters Score -2388382 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40308 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -2388814.500000 Penalty: 970.013794 Iteration 31Q: 3 clusters Score -2388814 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40888 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2389181.500000 Penalty: 970.013794 Iteration 32Q: 3 clusters Score -2389182 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41332 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -2389473.500000 Penalty: 970.013794 Iteration 33Q: 3 clusters Score -2389474 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41657 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -2389688.500000 Penalty: 970.013794 Iteration 34Q: 3 clusters Score -2389688 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41898 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -2389829.500000 Penalty: 970.013794 Iteration 35Q: 3 clusters Score -2389830 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42078 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2389949.750000 Penalty: 970.013794 Iteration 36Q: 3 clusters Score -2389950 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42208 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -2390037.000000 Penalty: 970.013794 Iteration 37Q: 3 clusters Score -2390037 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42287 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -2390090.750000 Penalty: 970.013794 Iteration 38Q: 3 clusters Score -2390091 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42338 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -2390130.250000 Penalty: 970.013794 Iteration 39Q: 3 clusters Score -2390130 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42376 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -2390161.250000 Penalty: 970.013794 Iteration 40F: 3 clusters Score -2390161 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42398 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -2390174.250000 Penalty: 970.013794 Iteration 41Q: 3 clusters Score -2390174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42408 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -2390181.750000 Penalty: 970.013794 Iteration 42Q: 3 clusters Score -2390182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42413 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -2390186.250000 Penalty: 970.013794 Iteration 43Q: 3 clusters Score -2390186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42418 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -2390192.500000 Penalty: 970.013794 Iteration 44Q: 3 clusters Score -2390192 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42424 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -2390195.250000 Penalty: 970.013794 Iteration 45Q: 3 clusters Score -2390195 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42430 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -2390195.750000 Penalty: 970.013794 Iteration 46Q: 3 clusters Score -2390196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42432 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -2390200.000000 Penalty: 970.013794 Iteration 47Q: 3 clusters Score -2390200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42437 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -2390204.250000 Penalty: 970.013794 Iteration 48Q: 3 clusters Score -2390204 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42441 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -2390204.500000 Penalty: 970.013794 Iteration 49Q: 3 clusters Score -2390204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42444 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -2390206.750000 Penalty: 970.013794 Iteration 50Q: 3 clusters Score -2390207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42446 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -2390210.250000 Penalty: 970.013794 Iteration 51Q: 3 clusters Score -2390210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42447 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -2390210.000000 Penalty: 970.013794 Iteration 52Q: 3 clusters Score -2390210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42448 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -2390211.250000 Penalty: 970.013794 Iteration 53Q: 3 clusters Score -2390211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42449 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -2390211.500000 Penalty: 970.013794 Iteration 54Q: 3 clusters Score -2390212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42450 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -2390212.250000 Penalty: 970.013794 Iteration 55Q: 3 clusters Score -2390212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42451 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2390214.250000 Penalty: 970.013794 Iteration 56Q: 3 clusters Score -2390214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42453 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2390215.500000 Penalty: 970.013794 Iteration 57Q: 3 clusters Score -2390216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42454 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -2390217.000000 Penalty: 970.013794 Iteration 58Q: 3 clusters Score -2390217 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42454 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -2390217.000000 Penalty: 970.013794 Iteration 59F: 3 clusters Score -2390217 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -28170.162109 Penalty: 283.036865 Iteration 0F: 2 clusters Score -28170.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27669.783203 Penalty: 566.073730 Iteration 0F: 3 clusters Score -27669.78 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27790.281250 Penalty: 566.073730 Iteration 1F: 3 clusters Score -27790.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -27807.908203 Penalty: 566.073730 Iteration 2F: 3 clusters Score -27807.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -27812.923828 Penalty: 566.073730 Iteration 3Q: 3 clusters Score -27812.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27815.437500 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -27815.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27816.621094 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -27816.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27817.291016 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -27817.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27817.933594 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -27817.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -27818.123047 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -27818.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27818.351562 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -27818.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27818.351562 Penalty: 566.073730 Iteration 10F: 3 clusters Score -27818.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Entering Unmasked Estep Score: -91063.078125 Penalty: 342.710022 Iteration 0F: 2 clusters Score -91063.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -89679.632812 Penalty: 685.420044 Iteration 0F: 3 clusters Score -89679.63 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -90165.679688 Penalty: 685.420044 Iteration 1F: 3 clusters Score -90165.68 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -90299.367188 Penalty: 685.420044 Iteration 2F: 3 clusters Score -90299.37 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -90397.414062 Penalty: 685.420044 Iteration 3F: 3 clusters Score -90397.41 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -90466.187500 Penalty: 685.420044 Iteration 4F: 3 clusters Score -90466.19 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -90530.960938 Penalty: 685.420044 Iteration 5Q: 3 clusters Score -90530.96 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -90580.406250 Penalty: 685.420044 Iteration 6Q: 3 clusters Score -90580.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -90626.335938 Penalty: 685.420044 Iteration 7Q: 3 clusters Score -90626.34 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -90652.640625 Penalty: 685.420044 Iteration 8Q: 3 clusters Score -90652.64 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -90670.203125 Penalty: 685.420044 Iteration 9Q: 3 clusters Score -90670.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -90684.125000 Penalty: 685.420044 Iteration 10Q: 3 clusters Score -90684.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -90689.320312 Penalty: 685.420044 Iteration 11Q: 3 clusters Score -90689.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -90693.054688 Penalty: 685.420044 Iteration 12Q: 3 clusters Score -90693.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -90694.343750 Penalty: 685.420044 Iteration 13Q: 3 clusters Score -90694.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -90695.164062 Penalty: 685.420044 Iteration 14Q: 3 clusters Score -90695.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -90695.578125 Penalty: 685.420044 Iteration 15Q: 3 clusters Score -90695.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -90695.734375 Penalty: 685.420044 Iteration 16Q: 3 clusters Score -90695.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -90695.734375 Penalty: 685.420044 Iteration 17F: 3 clusters Score -90695.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Entering Unmasked Estep Score: -324017.937500 Penalty: 396.400635 Iteration 0F: 2 clusters Score -324017.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -319969.281250 Penalty: 792.801270 Iteration 0F: 3 clusters Score -319969.3 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -321700.781250 Penalty: 792.801270 Iteration 1F: 3 clusters Score -321700.8 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -321973.843750 Penalty: 792.801270 Iteration 2F: 3 clusters Score -321973.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -322255.406250 Penalty: 792.801270 Iteration 3F: 3 clusters Score -322255.4 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -322574.781250 Penalty: 792.801270 Iteration 4F: 3 clusters Score -322574.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -322851.531250 Penalty: 792.801270 Iteration 5F: 3 clusters Score -322851.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -323062.437500 Penalty: 792.801270 Iteration 6Q: 3 clusters Score -323062.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -323210.250000 Penalty: 792.801270 Iteration 7Q: 3 clusters Score -323210.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -323315.281250 Penalty: 792.801270 Iteration 8Q: 3 clusters Score -323315.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -323402.343750 Penalty: 792.801270 Iteration 9Q: 3 clusters Score -323402.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -323476.468750 Penalty: 792.801270 Iteration 10Q: 3 clusters Score -323476.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -323531.343750 Penalty: 792.801270 Iteration 11Q: 3 clusters Score -323531.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -323569.656250 Penalty: 792.801270 Iteration 12Q: 3 clusters Score -323569.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -323600.000000 Penalty: 792.801270 Iteration 13Q: 3 clusters Score -323600 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -323622.875000 Penalty: 792.801270 Iteration 14Q: 3 clusters Score -323622.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -323644.843750 Penalty: 792.801270 Iteration 15Q: 3 clusters Score -323644.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -323660.062500 Penalty: 792.801270 Iteration 16Q: 3 clusters Score -323660.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -323669.562500 Penalty: 792.801270 Iteration 17Q: 3 clusters Score -323669.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -323674.906250 Penalty: 792.801270 Iteration 18Q: 3 clusters Score -323674.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -323682.687500 Penalty: 792.801270 Iteration 19Q: 3 clusters Score -323682.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -323691.406250 Penalty: 792.801270 Iteration 20F: 3 clusters Score -323691.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -323700.781250 Penalty: 792.801270 Iteration 21Q: 3 clusters Score -323700.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -323708.937500 Penalty: 792.801270 Iteration 22Q: 3 clusters Score -323708.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -323713.562500 Penalty: 792.801270 Iteration 23Q: 3 clusters Score -323713.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -323717.250000 Penalty: 792.801270 Iteration 24Q: 3 clusters Score -323717.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -323720.875000 Penalty: 792.801270 Iteration 25Q: 3 clusters Score -323720.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -323725.500000 Penalty: 792.801270 Iteration 26Q: 3 clusters Score -323725.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -323727.875000 Penalty: 792.801270 Iteration 27Q: 3 clusters Score -323727.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -323730.218750 Penalty: 792.801270 Iteration 28Q: 3 clusters Score -323730.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -323731.406250 Penalty: 792.801270 Iteration 29Q: 3 clusters Score -323731.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -323731.875000 Penalty: 792.801270 Iteration 30Q: 3 clusters Score -323731.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -323732.343750 Penalty: 792.801270 Iteration 31Q: 3 clusters Score -323732.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -323732.531250 Penalty: 792.801270 Iteration 32Q: 3 clusters Score -323732.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -323734.437500 Penalty: 792.801270 Iteration 33Q: 3 clusters Score -323734.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -323734.906250 Penalty: 792.801270 Iteration 34Q: 3 clusters Score -323734.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -323735.875000 Penalty: 792.801270 Iteration 35Q: 3 clusters Score -323735.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -323738.406250 Penalty: 792.801270 Iteration 36Q: 3 clusters Score -323738.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -323741.687500 Penalty: 792.801270 Iteration 37Q: 3 clusters Score -323741.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -323749.093750 Penalty: 792.801270 Iteration 38Q: 3 clusters Score -323749.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -323760.468750 Penalty: 792.801270 Iteration 39Q: 3 clusters Score -323760.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -323771.343750 Penalty: 792.801270 Iteration 40F: 3 clusters Score -323771.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -323775.187500 Penalty: 792.801270 Iteration 41Q: 3 clusters Score -323775.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -323780.562500 Penalty: 792.801270 Iteration 42Q: 3 clusters Score -323780.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -323784.187500 Penalty: 792.801270 Iteration 43Q: 3 clusters Score -323784.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -323787.437500 Penalty: 792.801270 Iteration 44Q: 3 clusters Score -323787.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -323791.000000 Penalty: 792.801270 Iteration 45Q: 3 clusters Score -323791 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -323793.406250 Penalty: 792.801270 Iteration 46Q: 3 clusters Score -323793.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -323798.312500 Penalty: 792.801270 Iteration 47Q: 3 clusters Score -323798.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -323801.187500 Penalty: 792.801270 Iteration 48Q: 3 clusters Score -323801.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -323803.468750 Penalty: 792.801270 Iteration 49Q: 3 clusters Score -323803.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -323805.406250 Penalty: 792.801270 Iteration 50Q: 3 clusters Score -323805.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -323806.250000 Penalty: 792.801270 Iteration 51Q: 3 clusters Score -323806.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -323808.062500 Penalty: 792.801270 Iteration 52Q: 3 clusters Score -323808.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -323809.656250 Penalty: 792.801270 Iteration 53Q: 3 clusters Score -323809.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -323810.968750 Penalty: 792.801270 Iteration 54Q: 3 clusters Score -323811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -323811.468750 Penalty: 792.801270 Iteration 55Q: 3 clusters Score -323811.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -323813.093750 Penalty: 792.801270 Iteration 56Q: 3 clusters Score -323813.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -323814.437500 Penalty: 792.801270 Iteration 57Q: 3 clusters Score -323814.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -323814.437500 Penalty: 792.801270 Iteration 58F: 3 clusters Score -323814.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Entering Unmasked Estep Score: -5422.541016 Penalty: 220.050827 Iteration 0F: 2 clusters Score -5422.541 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 65 members Entering Unmasked Estep Score: -5184.413574 Penalty: 440.101654 Iteration 0F: 3 clusters Score -5184.414 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5221.590820 Penalty: 440.101654 Iteration 1F: 3 clusters Score -5221.591 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5233.006348 Penalty: 440.101654 Iteration 2F: 3 clusters Score -5233.006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5238.070312 Penalty: 440.101654 Iteration 3Q: 3 clusters Score -5238.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5246.596191 Penalty: 440.101654 Iteration 4Q: 3 clusters Score -5246.596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5247.630371 Penalty: 440.101654 Iteration 5Q: 3 clusters Score -5247.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5251.347168 Penalty: 440.101654 Iteration 6Q: 3 clusters Score -5251.347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5255.463867 Penalty: 440.101654 Iteration 7Q: 3 clusters Score -5255.464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5255.463867 Penalty: 440.101654 Iteration 8F: 3 clusters Score -5255.464 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -6949.986816 Penalty: 241.750885 Iteration 0F: 2 clusters Score -6949.987 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 94 members Entering Unmasked Estep Score: -6691.625977 Penalty: 483.501770 Iteration 0F: 3 clusters Score -6691.626 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6801.143066 Penalty: 483.501770 Iteration 1F: 3 clusters Score -6801.143 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6843.771484 Penalty: 483.501770 Iteration 2F: 3 clusters Score -6843.771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6856.324707 Penalty: 483.501770 Iteration 3F: 3 clusters Score -6856.325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6858.047363 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -6858.047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6858.310547 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -6858.311 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6858.310547 Penalty: 483.501770 Iteration 6F: 3 clusters Score -6858.311 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2164 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5310 members Mstep: Class 5 contains 23428 members Mstep: Class 6 contains 118544 members Mstep: Class 7 contains 25841 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 2410 members Mstep: Class 10 contains 4531 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24033 members Mstep: Class 13 contains 2309 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22179 members Mstep: Class 18 contains 1648 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6802 members Mstep: Class 22 contains 4793 members Mstep: Class 23 contains 65843 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42595 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1867 members Mstep: Class 29 contains 6076 members Mstep: Class 30 contains 126 members Mstep: Class 31 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -21381178.000000 Penalty: 19418.269531 Iteration 119Q: 34 clusters Score -2.138118e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 2172 members Mstep: Class 3 contains 8613 members Mstep: Class 4 contains 5309 members Mstep: Class 5 contains 23352 members Mstep: Class 6 contains 118597 members Mstep: Class 7 contains 25853 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 2639 members Mstep: Class 10 contains 4537 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 24028 members Mstep: Class 13 contains 2257 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3592 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 22167 members Mstep: Class 18 contains 1617 members Mstep: Class 19 contains 669 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6800 members Mstep: Class 22 contains 4786 members Mstep: Class 23 contains 65766 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 345 members Mstep: Class 26 contains 42592 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1862 members Mstep: Class 29 contains 6098 members Mstep: Class 30 contains 123 members Mstep: Class 31 contains 200 members Mstep: Class 32 contains 2582 members Mstep: Class 33 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -21381408.000000 Penalty: 19418.269531 Iteration 120F: 34 clusters Score -2.138141e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 8618 members Mstep: Class 4 contains 5309 members Mstep: Class 5 contains 23283 members Mstep: Class 6 contains 118589 members Mstep: Class 7 contains 25864 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 2771 members Mstep: Class 10 contains 4542 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24015 members Mstep: Class 13 contains 2270 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1254 members Mstep: Class 17 contains 22156 members Mstep: Class 18 contains 1581 members Mstep: Class 19 contains 669 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6803 members Mstep: Class 22 contains 4779 members Mstep: Class 23 contains 65599 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 344 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1858 members Mstep: Class 29 contains 6112 members Mstep: Class 30 contains 121 members Mstep: Class 31 contains 197 members Mstep: Class 32 contains 2593 members Mstep: Class 33 contains 1294 members Entering Unmasked Estep ConsiderDeletion Score: -21381708.000000 Penalty: 19418.269531 Iteration 121Q: 34 clusters Score -2.138171e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 8620 members Mstep: Class 4 contains 5306 members Mstep: Class 5 contains 23217 members Mstep: Class 6 contains 118582 members Mstep: Class 7 contains 25877 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 2875 members Mstep: Class 10 contains 4550 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 24005 members Mstep: Class 13 contains 2296 members Mstep: Class 14 contains 1886 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 1256 members Mstep: Class 17 contains 22145 members Mstep: Class 18 contains 1553 members Mstep: Class 19 contains 669 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6806 members Mstep: Class 22 contains 4775 members Mstep: Class 23 contains 65496 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 346 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1852 members Mstep: Class 29 contains 6117 members Mstep: Class 30 contains 120 members Mstep: Class 31 contains 195 members Mstep: Class 32 contains 2613 members Mstep: Class 33 contains 1362 members Entering Unmasked Estep ConsiderDeletion Score: -21381856.000000 Penalty: 19418.269531 Iteration 122Q: 34 clusters Score -2.138186e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 8622 members Mstep: Class 4 contains 5303 members Mstep: Class 5 contains 23166 members Mstep: Class 6 contains 118576 members Mstep: Class 7 contains 25890 members Mstep: Class 8 contains 2873 members Mstep: Class 9 contains 2951 members Mstep: Class 10 contains 4559 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 23988 members Mstep: Class 13 contains 2327 members Mstep: Class 14 contains 1887 members Mstep: Class 15 contains 3593 members Mstep: Class 16 contains 1259 members Mstep: Class 17 contains 22132 members Mstep: Class 18 contains 1528 members Mstep: Class 19 contains 670 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6810 members Mstep: Class 22 contains 4772 members Mstep: Class 23 contains 65418 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 347 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1848 members Mstep: Class 29 contains 6116 members Mstep: Class 30 contains 119 members Mstep: Class 31 contains 194 members Mstep: Class 32 contains 2631 members Mstep: Class 33 contains 1411 members Entering Unmasked Estep ConsiderDeletion Score: -21381888.000000 Penalty: 19418.269531 Iteration 123Q: 34 clusters Score -2.138189e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 8622 members Mstep: Class 4 contains 5300 members Mstep: Class 5 contains 23122 members Mstep: Class 6 contains 118578 members Mstep: Class 7 contains 25898 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 3023 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23976 members Mstep: Class 13 contains 2345 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 3590 members Mstep: Class 16 contains 1261 members Mstep: Class 17 contains 22122 members Mstep: Class 18 contains 1507 members Mstep: Class 19 contains 670 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6812 members Mstep: Class 22 contains 4770 members Mstep: Class 23 contains 65350 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 350 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1842 members Mstep: Class 29 contains 6120 members Mstep: Class 30 contains 118 members Mstep: Class 31 contains 194 members Mstep: Class 32 contains 2642 members Mstep: Class 33 contains 1450 members Entering Unmasked Estep ConsiderDeletion Score: -21381926.000000 Penalty: 19418.269531 Iteration 124Q: 34 clusters Score -2.138193e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2208 members Mstep: Class 3 contains 8625 members Mstep: Class 4 contains 5298 members Mstep: Class 5 contains 23097 members Mstep: Class 6 contains 118578 members Mstep: Class 7 contains 25906 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3072 members Mstep: Class 10 contains 4568 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23961 members Mstep: Class 13 contains 2381 members Mstep: Class 14 contains 1892 members Mstep: Class 15 contains 3585 members Mstep: Class 16 contains 1267 members Mstep: Class 17 contains 22112 members Mstep: Class 18 contains 1487 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6811 members Mstep: Class 22 contains 4767 members Mstep: Class 23 contains 65292 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 356 members Mstep: Class 26 contains 42585 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1836 members Mstep: Class 29 contains 6116 members Mstep: Class 30 contains 116 members Mstep: Class 31 contains 192 members Mstep: Class 32 contains 2652 members Mstep: Class 33 contains 1479 members Entering Unmasked Estep ConsiderDeletion Score: -21381976.000000 Penalty: 19418.269531 Iteration 125Q: 34 clusters Score -2.138198e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 8626 members Mstep: Class 4 contains 5296 members Mstep: Class 5 contains 23070 members Mstep: Class 6 contains 118573 members Mstep: Class 7 contains 25912 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3118 members Mstep: Class 10 contains 4572 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23948 members Mstep: Class 13 contains 2403 members Mstep: Class 14 contains 1893 members Mstep: Class 15 contains 3582 members Mstep: Class 16 contains 1272 members Mstep: Class 17 contains 22106 members Mstep: Class 18 contains 1480 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6816 members Mstep: Class 22 contains 4763 members Mstep: Class 23 contains 65248 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 358 members Mstep: Class 26 contains 42584 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1831 members Mstep: Class 29 contains 6114 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 191 members Mstep: Class 32 contains 2665 members Mstep: Class 33 contains 1494 members Entering Unmasked Estep ConsiderDeletion Score: -21382002.000000 Penalty: 19418.269531 Iteration 126Q: 34 clusters Score -2.1382e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2216 members Mstep: Class 3 contains 8629 members Mstep: Class 4 contains 5298 members Mstep: Class 5 contains 23045 members Mstep: Class 6 contains 118575 members Mstep: Class 7 contains 25921 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 4575 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23932 members Mstep: Class 13 contains 2413 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3580 members Mstep: Class 16 contains 1275 members Mstep: Class 17 contains 22097 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6815 members Mstep: Class 22 contains 4760 members Mstep: Class 23 contains 65197 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 358 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1832 members Mstep: Class 29 contains 6117 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 190 members Mstep: Class 32 contains 2674 members Mstep: Class 33 contains 1505 members Entering Unmasked Estep ConsiderDeletion Score: -21381990.000000 Penalty: 19418.269531 Iteration 127Q: 34 clusters Score -2.138199e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2219 members Mstep: Class 3 contains 8633 members Mstep: Class 4 contains 5301 members Mstep: Class 5 contains 23030 members Mstep: Class 6 contains 118583 members Mstep: Class 7 contains 25930 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3203 members Mstep: Class 10 contains 4576 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23910 members Mstep: Class 13 contains 2422 members Mstep: Class 14 contains 1895 members Mstep: Class 15 contains 3578 members Mstep: Class 16 contains 1278 members Mstep: Class 17 contains 22088 members Mstep: Class 18 contains 1474 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25805 members Mstep: Class 21 contains 6821 members Mstep: Class 22 contains 4753 members Mstep: Class 23 contains 65148 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 42583 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1831 members Mstep: Class 29 contains 6125 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 188 members Mstep: Class 32 contains 2687 members Mstep: Class 33 contains 1516 members Entering Unmasked Estep ConsiderDeletion Score: -21381974.000000 Penalty: 19418.269531 Iteration 128Q: 34 clusters Score -2.138197e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2223 members Mstep: Class 3 contains 8634 members Mstep: Class 4 contains 5302 members Mstep: Class 5 contains 23018 members Mstep: Class 6 contains 118596 members Mstep: Class 7 contains 25936 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3221 members Mstep: Class 10 contains 4576 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23891 members Mstep: Class 13 contains 2418 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3576 members Mstep: Class 16 contains 1283 members Mstep: Class 17 contains 22082 members Mstep: Class 18 contains 1472 members Mstep: Class 19 contains 667 members Mstep: Class 20 contains 25805 members Mstep: Class 21 contains 6828 members Mstep: Class 22 contains 4747 members Mstep: Class 23 contains 65110 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 42583 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1830 members Mstep: Class 29 contains 6135 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 187 members Mstep: Class 32 contains 2699 members Mstep: Class 33 contains 1530 members Entering Unmasked Estep ConsiderDeletion Score: -21382008.000000 Penalty: 19418.269531 Iteration 129Q: 34 clusters Score -2.138201e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2229 members Mstep: Class 3 contains 8637 members Mstep: Class 4 contains 5303 members Mstep: Class 5 contains 23004 members Mstep: Class 6 contains 118602 members Mstep: Class 7 contains 25946 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3243 members Mstep: Class 10 contains 4577 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23866 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3574 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 22072 members Mstep: Class 18 contains 1469 members Mstep: Class 19 contains 666 members Mstep: Class 20 contains 25805 members Mstep: Class 21 contains 6841 members Mstep: Class 22 contains 4740 members Mstep: Class 23 contains 65080 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 362 members Mstep: Class 26 contains 42581 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1831 members Mstep: Class 29 contains 6136 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 186 members Mstep: Class 32 contains 2708 members Mstep: Class 33 contains 1538 members Entering Unmasked Estep ConsiderDeletion Score: -21382008.000000 Penalty: 19418.269531 Iteration 130Q: 34 clusters Score -2.138201e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2238 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5303 members Mstep: Class 5 contains 22992 members Mstep: Class 6 contains 118606 members Mstep: Class 7 contains 25952 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3264 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 23844 members Mstep: Class 13 contains 2436 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3573 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22066 members Mstep: Class 18 contains 1470 members Mstep: Class 19 contains 667 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6849 members Mstep: Class 22 contains 4729 members Mstep: Class 23 contains 65061 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 361 members Mstep: Class 26 contains 42579 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1833 members Mstep: Class 29 contains 6136 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 185 members Mstep: Class 32 contains 2716 members Mstep: Class 33 contains 1539 members Entering Unmasked Estep ConsiderDeletion Score: -21382034.000000 Penalty: 19418.269531 Iteration 131Q: 34 clusters Score -2.138203e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2249 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5303 members Mstep: Class 5 contains 22983 members Mstep: Class 6 contains 118601 members Mstep: Class 7 contains 25957 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3280 members Mstep: Class 10 contains 4579 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 23821 members Mstep: Class 13 contains 2444 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3571 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22061 members Mstep: Class 18 contains 1471 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6857 members Mstep: Class 22 contains 4723 members Mstep: Class 23 contains 65044 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 361 members Mstep: Class 26 contains 42579 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1835 members Mstep: Class 29 contains 6139 members Mstep: Class 30 contains 113 members Mstep: Class 31 contains 185 members Mstep: Class 32 contains 2723 members Mstep: Class 33 contains 1539 members Entering Unmasked Estep ConsiderDeletion Score: -21381998.000000 Penalty: 19418.269531 Iteration 132Q: 34 clusters Score -2.1382e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2264 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5302 members Mstep: Class 5 contains 22976 members Mstep: Class 6 contains 118598 members Mstep: Class 7 contains 25962 members Mstep: Class 8 contains 2878 members Mstep: Class 9 contains 3289 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 23795 members Mstep: Class 13 contains 2453 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3571 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 22055 members Mstep: Class 18 contains 1470 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6867 members Mstep: Class 22 contains 4720 members Mstep: Class 23 contains 65030 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 362 members Mstep: Class 26 contains 42580 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1834 members Mstep: Class 29 contains 6140 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 184 members Mstep: Class 32 contains 2730 members Mstep: Class 33 contains 1543 members Entering Unmasked Estep ConsiderDeletion Score: -21382026.000000 Penalty: 19418.269531 Iteration 133Q: 34 clusters Score -2.138203e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2279 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5297 members Mstep: Class 5 contains 22966 members Mstep: Class 6 contains 118593 members Mstep: Class 7 contains 25969 members Mstep: Class 8 contains 2879 members Mstep: Class 9 contains 3304 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23766 members Mstep: Class 13 contains 2460 members Mstep: Class 14 contains 1896 members Mstep: Class 15 contains 3571 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 22047 members Mstep: Class 18 contains 1468 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6882 members Mstep: Class 22 contains 4721 members Mstep: Class 23 contains 65015 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 363 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1835 members Mstep: Class 29 contains 6145 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 184 members Mstep: Class 32 contains 2734 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382046.000000 Penalty: 19418.269531 Iteration 134Q: 34 clusters Score -2.138205e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2286 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5296 members Mstep: Class 5 contains 22958 members Mstep: Class 6 contains 118601 members Mstep: Class 7 contains 25972 members Mstep: Class 8 contains 2879 members Mstep: Class 9 contains 3320 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23728 members Mstep: Class 13 contains 2467 members Mstep: Class 14 contains 1897 members Mstep: Class 15 contains 3570 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22044 members Mstep: Class 18 contains 1466 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6906 members Mstep: Class 22 contains 4718 members Mstep: Class 23 contains 65005 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 364 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1837 members Mstep: Class 29 contains 6146 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 2736 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382062.000000 Penalty: 19418.269531 Iteration 135Q: 34 clusters Score -2.138206e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2290 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5297 members Mstep: Class 5 contains 22950 members Mstep: Class 6 contains 118602 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2880 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23704 members Mstep: Class 13 contains 2475 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3570 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22040 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6922 members Mstep: Class 22 contains 4716 members Mstep: Class 23 contains 64991 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 365 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1838 members Mstep: Class 29 contains 6147 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 2738 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382066.000000 Penalty: 19418.269531 Iteration 136Q: 34 clusters Score -2.138207e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2297 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5300 members Mstep: Class 5 contains 22945 members Mstep: Class 6 contains 118603 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2880 members Mstep: Class 9 contains 3348 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23679 members Mstep: Class 13 contains 2487 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3570 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22040 members Mstep: Class 18 contains 1458 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6936 members Mstep: Class 22 contains 4715 members Mstep: Class 23 contains 64985 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 367 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1839 members Mstep: Class 29 contains 6148 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 182 members Mstep: Class 32 contains 2740 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382046.000000 Penalty: 19418.269531 Iteration 137Q: 34 clusters Score -2.138205e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2301 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5302 members Mstep: Class 5 contains 22938 members Mstep: Class 6 contains 118606 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2880 members Mstep: Class 9 contains 3358 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23653 members Mstep: Class 13 contains 2486 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3572 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22040 members Mstep: Class 18 contains 1454 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6952 members Mstep: Class 22 contains 4716 members Mstep: Class 23 contains 64982 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 370 members Mstep: Class 26 contains 42582 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1838 members Mstep: Class 29 contains 6151 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 181 members Mstep: Class 32 contains 2742 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382072.000000 Penalty: 19418.269531 Iteration 138Q: 34 clusters Score -2.138207e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2305 members Mstep: Class 3 contains 8639 members Mstep: Class 4 contains 5308 members Mstep: Class 5 contains 22934 members Mstep: Class 6 contains 118609 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2879 members Mstep: Class 9 contains 3366 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23629 members Mstep: Class 13 contains 2489 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3572 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22040 members Mstep: Class 18 contains 1448 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6965 members Mstep: Class 22 contains 4717 members Mstep: Class 23 contains 64976 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 378 members Mstep: Class 26 contains 42583 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1839 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 178 members Mstep: Class 32 contains 2743 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382112.000000 Penalty: 19418.269531 Iteration 139Q: 34 clusters Score -2.138211e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2308 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 22926 members Mstep: Class 6 contains 118611 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2878 members Mstep: Class 9 contains 3380 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23606 members Mstep: Class 13 contains 2498 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3572 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22040 members Mstep: Class 18 contains 1442 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25806 members Mstep: Class 21 contains 6977 members Mstep: Class 22 contains 4717 members Mstep: Class 23 contains 64968 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 389 members Mstep: Class 26 contains 42584 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1833 members Mstep: Class 29 contains 6154 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 175 members Mstep: Class 32 contains 2744 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382102.000000 Penalty: 19418.269531 Iteration 140F: 34 clusters Score -2.13821e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2309 members Mstep: Class 3 contains 8641 members Mstep: Class 4 contains 5313 members Mstep: Class 5 contains 22922 members Mstep: Class 6 contains 118616 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2878 members Mstep: Class 9 contains 3389 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 23591 members Mstep: Class 13 contains 2510 members Mstep: Class 14 contains 1900 members Mstep: Class 15 contains 3570 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22039 members Mstep: Class 18 contains 1441 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6983 members Mstep: Class 22 contains 4717 members Mstep: Class 23 contains 64961 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 396 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1819 members Mstep: Class 29 contains 6157 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 178 members Mstep: Class 32 contains 2745 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382152.000000 Penalty: 19418.269531 Iteration 141Q: 34 clusters Score -2.138215e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2309 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 22916 members Mstep: Class 6 contains 118623 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2877 members Mstep: Class 9 contains 3399 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1673 members Mstep: Class 12 contains 23582 members Mstep: Class 13 contains 2521 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 3571 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22039 members Mstep: Class 18 contains 1437 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6984 members Mstep: Class 22 contains 4711 members Mstep: Class 23 contains 64957 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 405 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1805 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 180 members Mstep: Class 32 contains 2746 members Mstep: Class 33 contains 1544 members Entering Unmasked Estep ConsiderDeletion Score: -21382186.000000 Penalty: 19418.269531 Iteration 142Q: 34 clusters Score -2.138219e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2309 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5316 members Mstep: Class 5 contains 22912 members Mstep: Class 6 contains 118629 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2876 members Mstep: Class 9 contains 3409 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 23568 members Mstep: Class 13 contains 2524 members Mstep: Class 14 contains 1900 members Mstep: Class 15 contains 3574 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22039 members Mstep: Class 18 contains 1434 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 6990 members Mstep: Class 22 contains 4711 members Mstep: Class 23 contains 64952 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 418 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1789 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 180 members Mstep: Class 32 contains 2746 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382252.000000 Penalty: 19418.269531 Iteration 143Q: 34 clusters Score -2.138225e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2311 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 22905 members Mstep: Class 6 contains 118636 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 3426 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 23562 members Mstep: Class 13 contains 2534 members Mstep: Class 14 contains 1902 members Mstep: Class 15 contains 3574 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22038 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 6994 members Mstep: Class 22 contains 4708 members Mstep: Class 23 contains 64942 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 425 members Mstep: Class 26 contains 42585 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1775 members Mstep: Class 29 contains 6159 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 2746 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382258.000000 Penalty: 19418.269531 Iteration 144Q: 34 clusters Score -2.138226e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2313 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5312 members Mstep: Class 5 contains 22900 members Mstep: Class 6 contains 118642 members Mstep: Class 7 contains 25974 members Mstep: Class 8 contains 2875 members Mstep: Class 9 contains 3444 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 23550 members Mstep: Class 13 contains 2543 members Mstep: Class 14 contains 1905 members Mstep: Class 15 contains 3571 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22037 members Mstep: Class 18 contains 1426 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7001 members Mstep: Class 22 contains 4707 members Mstep: Class 23 contains 64930 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 433 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1761 members Mstep: Class 29 contains 6159 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 187 members Mstep: Class 32 contains 2745 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382272.000000 Penalty: 19418.269531 Iteration 145Q: 34 clusters Score -2.138227e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2314 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5313 members Mstep: Class 5 contains 22891 members Mstep: Class 6 contains 118643 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2878 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23537 members Mstep: Class 13 contains 2560 members Mstep: Class 14 contains 1910 members Mstep: Class 15 contains 3568 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22034 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7008 members Mstep: Class 22 contains 4702 members Mstep: Class 23 contains 64918 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1753 members Mstep: Class 29 contains 6159 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 189 members Mstep: Class 32 contains 2746 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382286.000000 Penalty: 19418.269531 Iteration 146Q: 34 clusters Score -2.138229e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2314 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5311 members Mstep: Class 5 contains 22884 members Mstep: Class 6 contains 118640 members Mstep: Class 7 contains 25974 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3473 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1678 members Mstep: Class 12 contains 23532 members Mstep: Class 13 contains 2572 members Mstep: Class 14 contains 1911 members Mstep: Class 15 contains 3566 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22032 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 7015 members Mstep: Class 22 contains 4699 members Mstep: Class 23 contains 64912 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 438 members Mstep: Class 26 contains 42589 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1745 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 191 members Mstep: Class 32 contains 2747 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382312.000000 Penalty: 19418.269531 Iteration 147Q: 34 clusters Score -2.138231e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 2314 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5307 members Mstep: Class 5 contains 22881 members Mstep: Class 6 contains 118644 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3479 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23518 members Mstep: Class 13 contains 2589 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3566 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1412 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25807 members Mstep: Class 21 contains 7026 members Mstep: Class 22 contains 4701 members Mstep: Class 23 contains 64908 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 441 members Mstep: Class 26 contains 42590 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1739 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 115 members Mstep: Class 31 contains 192 members Mstep: Class 32 contains 2748 members Mstep: Class 33 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -21382334.000000 Penalty: 19418.269531 Iteration 148Q: 34 clusters Score -2.138233e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2315 members Mstep: Class 3 contains 8640 members Mstep: Class 4 contains 5309 members Mstep: Class 5 contains 22878 members Mstep: Class 6 contains 118647 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3481 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23503 members Mstep: Class 13 contains 2607 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3565 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1393 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7031 members Mstep: Class 22 contains 4699 members Mstep: Class 23 contains 64906 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 447 members Mstep: Class 26 contains 42591 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6161 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 194 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1547 members Entering Unmasked Estep ConsiderDeletion Score: -21382352.000000 Penalty: 19418.269531 Iteration 149Q: 34 clusters Score -2.138235e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2315 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5314 members Mstep: Class 5 contains 22880 members Mstep: Class 6 contains 118650 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3485 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23490 members Mstep: Class 13 contains 2629 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1384 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7035 members Mstep: Class 22 contains 4696 members Mstep: Class 23 contains 64902 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 451 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1738 members Mstep: Class 29 contains 6160 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 194 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -21382378.000000 Penalty: 19418.269531 Iteration 150Q: 34 clusters Score -2.138238e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2315 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5321 members Mstep: Class 5 contains 22878 members Mstep: Class 6 contains 118652 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3488 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23475 members Mstep: Class 13 contains 2635 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3562 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1381 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7042 members Mstep: Class 22 contains 4692 members Mstep: Class 23 contains 64903 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1737 members Mstep: Class 29 contains 6158 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 195 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -21382380.000000 Penalty: 19418.269531 Iteration 151Q: 34 clusters Score -2.138238e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2315 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5322 members Mstep: Class 5 contains 22876 members Mstep: Class 6 contains 118653 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3494 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 23461 members Mstep: Class 13 contains 2641 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1290 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1379 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7054 members Mstep: Class 22 contains 4690 members Mstep: Class 23 contains 64898 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1738 members Mstep: Class 29 contains 6157 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 195 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382384.000000 Penalty: 19418.269531 Iteration 152Q: 34 clusters Score -2.138238e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5322 members Mstep: Class 5 contains 22874 members Mstep: Class 6 contains 118655 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3499 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 23437 members Mstep: Class 13 contains 2644 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1291 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7070 members Mstep: Class 22 contains 4687 members Mstep: Class 23 contains 64895 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1743 members Mstep: Class 29 contains 6156 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382410.000000 Penalty: 19418.269531 Iteration 153Q: 34 clusters Score -2.138241e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5324 members Mstep: Class 5 contains 22873 members Mstep: Class 6 contains 118658 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3501 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1674 members Mstep: Class 12 contains 23419 members Mstep: Class 13 contains 2649 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7086 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64895 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42588 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1741 members Mstep: Class 29 contains 6153 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382416.000000 Penalty: 19418.269531 Iteration 154Q: 34 clusters Score -2.138242e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5327 members Mstep: Class 5 contains 22870 members Mstep: Class 6 contains 118660 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3503 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 23396 members Mstep: Class 13 contains 2650 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7103 members Mstep: Class 22 contains 4684 members Mstep: Class 23 contains 64895 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1742 members Mstep: Class 29 contains 6153 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382416.000000 Penalty: 19418.269531 Iteration 155Q: 34 clusters Score -2.138242e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5330 members Mstep: Class 5 contains 22866 members Mstep: Class 6 contains 118660 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3503 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23370 members Mstep: Class 13 contains 2652 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1377 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7127 members Mstep: Class 22 contains 4684 members Mstep: Class 23 contains 64899 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1741 members Mstep: Class 29 contains 6153 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382434.000000 Penalty: 19418.269531 Iteration 156Q: 34 clusters Score -2.138243e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5329 members Mstep: Class 5 contains 22860 members Mstep: Class 6 contains 118659 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3505 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23341 members Mstep: Class 13 contains 2653 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1377 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7154 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64903 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6153 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382454.000000 Penalty: 19418.269531 Iteration 157Q: 34 clusters Score -2.138245e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5329 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118657 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23312 members Mstep: Class 13 contains 2654 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3560 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7184 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64905 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6153 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382466.000000 Penalty: 19418.269531 Iteration 158Q: 34 clusters Score -2.138247e+07 nChanged 45 Entering ConstructFrom: Score: -21382466.000000 Penalty: 19418.269531 Entering ConstructFrom: Trying to split cluster 1 (1518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Entering Unmasked Estep Score: -67599.476562 Penalty: 333.294281 Iteration 0F: 2 clusters Score -67599.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -66456.343750 Penalty: 666.588562 Iteration 0F: 3 clusters Score -66456.34 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -66923.406250 Penalty: 666.588562 Iteration 1F: 3 clusters Score -66923.41 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -67028.773438 Penalty: 666.588562 Iteration 2F: 3 clusters Score -67028.77 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -67098.992188 Penalty: 666.588562 Iteration 3F: 3 clusters Score -67098.99 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -67151.421875 Penalty: 666.588562 Iteration 4Q: 3 clusters Score -67151.42 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -67197.265625 Penalty: 666.588562 Iteration 5Q: 3 clusters Score -67197.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -67225.078125 Penalty: 666.588562 Iteration 6Q: 3 clusters Score -67225.08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -67244.632812 Penalty: 666.588562 Iteration 7Q: 3 clusters Score -67244.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -67256.539062 Penalty: 666.588562 Iteration 8Q: 3 clusters Score -67256.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -67262.101562 Penalty: 666.588562 Iteration 9Q: 3 clusters Score -67262.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -67263.976562 Penalty: 666.588562 Iteration 10Q: 3 clusters Score -67263.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -67264.703125 Penalty: 666.588562 Iteration 11Q: 3 clusters Score -67264.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -67265.828125 Penalty: 666.588562 Iteration 12Q: 3 clusters Score -67265.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -67267.304688 Penalty: 666.588562 Iteration 13Q: 3 clusters Score -67267.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -67267.812500 Penalty: 666.588562 Iteration 14Q: 3 clusters Score -67267.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -67269.000000 Penalty: 666.588562 Iteration 15Q: 3 clusters Score -67269 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -67269.671875 Penalty: 666.588562 Iteration 16Q: 3 clusters Score -67269.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -67269.671875 Penalty: 666.588562 Iteration 17F: 3 clusters Score -67269.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Entering Unmasked Estep Score: -123158.703125 Penalty: 352.515656 Iteration 0F: 2 clusters Score -123158.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -121495.445312 Penalty: 705.031311 Iteration 0F: 3 clusters Score -121495.4 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -122040.898438 Penalty: 705.031311 Iteration 1F: 3 clusters Score -122040.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -122153.765625 Penalty: 705.031311 Iteration 2F: 3 clusters Score -122153.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -122260.171875 Penalty: 705.031311 Iteration 3F: 3 clusters Score -122260.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -122371.976562 Penalty: 705.031311 Iteration 4F: 3 clusters Score -122372 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -122474.976562 Penalty: 705.031311 Iteration 5F: 3 clusters Score -122475 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -122546.703125 Penalty: 705.031311 Iteration 6F: 3 clusters Score -122546.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -122599.882812 Penalty: 705.031311 Iteration 7Q: 3 clusters Score -122599.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -122642.296875 Penalty: 705.031311 Iteration 8Q: 3 clusters Score -122642.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -122705.492188 Penalty: 705.031311 Iteration 9Q: 3 clusters Score -122705.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -122753.710938 Penalty: 705.031311 Iteration 10Q: 3 clusters Score -122753.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -122786.695312 Penalty: 705.031311 Iteration 11Q: 3 clusters Score -122786.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -122813.906250 Penalty: 705.031311 Iteration 12Q: 3 clusters Score -122813.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -122837.500000 Penalty: 705.031311 Iteration 13Q: 3 clusters Score -122837.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -122849.562500 Penalty: 705.031311 Iteration 14Q: 3 clusters Score -122849.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -122856.914062 Penalty: 705.031311 Iteration 15Q: 3 clusters Score -122856.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -122863.906250 Penalty: 705.031311 Iteration 16Q: 3 clusters Score -122863.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -122867.679688 Penalty: 705.031311 Iteration 17Q: 3 clusters Score -122867.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -122872.304688 Penalty: 705.031311 Iteration 18Q: 3 clusters Score -122872.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -122876.937500 Penalty: 705.031311 Iteration 19Q: 3 clusters Score -122876.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -122885.304688 Penalty: 705.031311 Iteration 20F: 3 clusters Score -122885.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -122895.742188 Penalty: 705.031311 Iteration 21Q: 3 clusters Score -122895.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -122901.992188 Penalty: 705.031311 Iteration 22Q: 3 clusters Score -122902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -122905.007812 Penalty: 705.031311 Iteration 23Q: 3 clusters Score -122905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -122907.882812 Penalty: 705.031311 Iteration 24Q: 3 clusters Score -122907.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -122910.335938 Penalty: 705.031311 Iteration 25Q: 3 clusters Score -122910.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -122911.578125 Penalty: 705.031311 Iteration 26Q: 3 clusters Score -122911.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -122912.562500 Penalty: 705.031311 Iteration 27Q: 3 clusters Score -122912.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -122913.289062 Penalty: 705.031311 Iteration 28Q: 3 clusters Score -122913.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -122913.640625 Penalty: 705.031311 Iteration 29Q: 3 clusters Score -122913.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -122913.640625 Penalty: 705.031311 Iteration 30F: 3 clusters Score -122913.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Entering Unmasked Estep Score: -494197.718750 Penalty: 412.429718 Iteration 0F: 2 clusters Score -494197.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -488436.593750 Penalty: 824.859436 Iteration 0F: 3 clusters Score -488436.6 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -490894.375000 Penalty: 824.859436 Iteration 1F: 3 clusters Score -490894.4 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -491374.593750 Penalty: 824.859436 Iteration 2F: 3 clusters Score -491374.6 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -491886.562500 Penalty: 824.859436 Iteration 3F: 3 clusters Score -491886.6 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -492334.281250 Penalty: 824.859436 Iteration 4F: 3 clusters Score -492334.3 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -492627.218750 Penalty: 824.859436 Iteration 5F: 3 clusters Score -492627.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -492766.500000 Penalty: 824.859436 Iteration 6Q: 3 clusters Score -492766.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -492824.906250 Penalty: 824.859436 Iteration 7Q: 3 clusters Score -492824.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -492864.625000 Penalty: 824.859436 Iteration 8Q: 3 clusters Score -492864.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -492899.968750 Penalty: 824.859436 Iteration 9Q: 3 clusters Score -492900 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -492932.968750 Penalty: 824.859436 Iteration 10Q: 3 clusters Score -492933 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -492951.562500 Penalty: 824.859436 Iteration 11Q: 3 clusters Score -492951.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -492969.562500 Penalty: 824.859436 Iteration 12Q: 3 clusters Score -492969.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -492986.375000 Penalty: 824.859436 Iteration 13Q: 3 clusters Score -492986.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -493006.593750 Penalty: 824.859436 Iteration 14Q: 3 clusters Score -493006.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -493023.093750 Penalty: 824.859436 Iteration 15Q: 3 clusters Score -493023.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -493036.687500 Penalty: 824.859436 Iteration 16Q: 3 clusters Score -493036.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -493045.062500 Penalty: 824.859436 Iteration 17Q: 3 clusters Score -493045.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -493052.812500 Penalty: 824.859436 Iteration 18Q: 3 clusters Score -493052.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -493064.781250 Penalty: 824.859436 Iteration 19Q: 3 clusters Score -493064.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -493082.468750 Penalty: 824.859436 Iteration 20F: 3 clusters Score -493082.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -493102.875000 Penalty: 824.859436 Iteration 21Q: 3 clusters Score -493102.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -493131.218750 Penalty: 824.859436 Iteration 22Q: 3 clusters Score -493131.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -493156.500000 Penalty: 824.859436 Iteration 23Q: 3 clusters Score -493156.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -493183.781250 Penalty: 824.859436 Iteration 24Q: 3 clusters Score -493183.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -493204.187500 Penalty: 824.859436 Iteration 25Q: 3 clusters Score -493204.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -493224.812500 Penalty: 824.859436 Iteration 26Q: 3 clusters Score -493224.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -493240.218750 Penalty: 824.859436 Iteration 27Q: 3 clusters Score -493240.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -493254.250000 Penalty: 824.859436 Iteration 28Q: 3 clusters Score -493254.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -493266.000000 Penalty: 824.859436 Iteration 29Q: 3 clusters Score -493266 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -493279.687500 Penalty: 824.859436 Iteration 30Q: 3 clusters Score -493279.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -493295.875000 Penalty: 824.859436 Iteration 31Q: 3 clusters Score -493295.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -493310.843750 Penalty: 824.859436 Iteration 32Q: 3 clusters Score -493310.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -493324.500000 Penalty: 824.859436 Iteration 33Q: 3 clusters Score -493324.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -493334.937500 Penalty: 824.859436 Iteration 34Q: 3 clusters Score -493334.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -493346.062500 Penalty: 824.859436 Iteration 35Q: 3 clusters Score -493346.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -493357.593750 Penalty: 824.859436 Iteration 36Q: 3 clusters Score -493357.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -493367.562500 Penalty: 824.859436 Iteration 37Q: 3 clusters Score -493367.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -493379.562500 Penalty: 824.859436 Iteration 38Q: 3 clusters Score -493379.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -493389.468750 Penalty: 824.859436 Iteration 39Q: 3 clusters Score -493389.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -493399.343750 Penalty: 824.859436 Iteration 40F: 3 clusters Score -493399.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -493411.468750 Penalty: 824.859436 Iteration 41Q: 3 clusters Score -493411.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -493420.406250 Penalty: 824.859436 Iteration 42Q: 3 clusters Score -493420.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -493426.593750 Penalty: 824.859436 Iteration 43Q: 3 clusters Score -493426.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -493435.468750 Penalty: 824.859436 Iteration 44Q: 3 clusters Score -493435.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -493447.093750 Penalty: 824.859436 Iteration 45Q: 3 clusters Score -493447.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -493458.343750 Penalty: 824.859436 Iteration 46Q: 3 clusters Score -493458.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -493475.562500 Penalty: 824.859436 Iteration 47Q: 3 clusters Score -493475.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -493492.843750 Penalty: 824.859436 Iteration 48Q: 3 clusters Score -493492.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -493506.375000 Penalty: 824.859436 Iteration 49Q: 3 clusters Score -493506.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -493522.125000 Penalty: 824.859436 Iteration 50Q: 3 clusters Score -493522.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -493533.718750 Penalty: 824.859436 Iteration 51Q: 3 clusters Score -493533.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -493551.843750 Penalty: 824.859436 Iteration 52Q: 3 clusters Score -493551.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -493567.687500 Penalty: 824.859436 Iteration 53Q: 3 clusters Score -493567.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -493575.968750 Penalty: 824.859436 Iteration 54Q: 3 clusters Score -493576 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -493584.968750 Penalty: 824.859436 Iteration 55Q: 3 clusters Score -493585 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -493596.468750 Penalty: 824.859436 Iteration 56Q: 3 clusters Score -493596.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -493613.968750 Penalty: 824.859436 Iteration 57Q: 3 clusters Score -493614 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -493640.187500 Penalty: 824.859436 Iteration 58Q: 3 clusters Score -493640.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -493660.125000 Penalty: 824.859436 Iteration 59Q: 3 clusters Score -493660.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -493681.718750 Penalty: 824.859436 Iteration 60F: 3 clusters Score -493681.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -493700.500000 Penalty: 824.859436 Iteration 61Q: 3 clusters Score -493700.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -493716.281250 Penalty: 824.859436 Iteration 62Q: 3 clusters Score -493716.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -493729.937500 Penalty: 824.859436 Iteration 63Q: 3 clusters Score -493729.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -493741.156250 Penalty: 824.859436 Iteration 64Q: 3 clusters Score -493741.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -493748.468750 Penalty: 824.859436 Iteration 65Q: 3 clusters Score -493748.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -493757.468750 Penalty: 824.859436 Iteration 66Q: 3 clusters Score -493757.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -493766.468750 Penalty: 824.859436 Iteration 67Q: 3 clusters Score -493766.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -493774.875000 Penalty: 824.859436 Iteration 68Q: 3 clusters Score -493774.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -493789.031250 Penalty: 824.859436 Iteration 69Q: 3 clusters Score -493789 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -493796.718750 Penalty: 824.859436 Iteration 70Q: 3 clusters Score -493796.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -493804.531250 Penalty: 824.859436 Iteration 71Q: 3 clusters Score -493804.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -493813.031250 Penalty: 824.859436 Iteration 72Q: 3 clusters Score -493813 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -493824.531250 Penalty: 824.859436 Iteration 73Q: 3 clusters Score -493824.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -493833.687500 Penalty: 824.859436 Iteration 74Q: 3 clusters Score -493833.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -493838.437500 Penalty: 824.859436 Iteration 75Q: 3 clusters Score -493838.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -493843.562500 Penalty: 824.859436 Iteration 76Q: 3 clusters Score -493843.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -493845.750000 Penalty: 824.859436 Iteration 77Q: 3 clusters Score -493845.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -493848.750000 Penalty: 824.859436 Iteration 78Q: 3 clusters Score -493848.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -493850.281250 Penalty: 824.859436 Iteration 79Q: 3 clusters Score -493850.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 8396 members Entering Unmasked Estep Score: -493851.312500 Penalty: 824.859436 Iteration 80F: 3 clusters Score -493851.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -493851.500000 Penalty: 824.859436 Iteration 81Q: 3 clusters Score -493851.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -493852.000000 Penalty: 824.859436 Iteration 82Q: 3 clusters Score -493852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -493852.375000 Penalty: 824.859436 Iteration 83Q: 3 clusters Score -493852.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -493853.312500 Penalty: 824.859436 Iteration 84Q: 3 clusters Score -493853.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -493853.625000 Penalty: 824.859436 Iteration 85Q: 3 clusters Score -493853.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -493853.125000 Penalty: 824.859436 Iteration 86Q: 3 clusters Score -493853.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -493853.781250 Penalty: 824.859436 Iteration 87Q: 3 clusters Score -493853.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -493853.906250 Penalty: 824.859436 Iteration 88Q: 3 clusters Score -493853.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -493854.218750 Penalty: 824.859436 Iteration 89Q: 3 clusters Score -493854.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -493854.125000 Penalty: 824.859436 Iteration 90Q: 3 clusters Score -493854.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -493855.062500 Penalty: 824.859436 Iteration 91Q: 3 clusters Score -493855.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -493855.062500 Penalty: 824.859436 Iteration 92F: 3 clusters Score -493855.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Entering Unmasked Estep Score: -257276.031250 Penalty: 390.448883 Iteration 0F: 2 clusters Score -257276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -253693.453125 Penalty: 780.897766 Iteration 0F: 3 clusters Score -253693.5 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -255166.640625 Penalty: 780.897766 Iteration 1F: 3 clusters Score -255166.6 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -255406.640625 Penalty: 780.897766 Iteration 2F: 3 clusters Score -255406.6 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -255690.375000 Penalty: 780.897766 Iteration 3F: 3 clusters Score -255690.4 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -255993.359375 Penalty: 780.897766 Iteration 4F: 3 clusters Score -255993.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -256326.265625 Penalty: 780.897766 Iteration 5F: 3 clusters Score -256326.3 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -256592.171875 Penalty: 780.897766 Iteration 6F: 3 clusters Score -256592.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -256782.859375 Penalty: 780.897766 Iteration 7Q: 3 clusters Score -256782.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -256941.281250 Penalty: 780.897766 Iteration 8Q: 3 clusters Score -256941.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -257028.000000 Penalty: 780.897766 Iteration 9Q: 3 clusters Score -257028 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -257087.187500 Penalty: 780.897766 Iteration 10Q: 3 clusters Score -257087.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -257147.500000 Penalty: 780.897766 Iteration 11Q: 3 clusters Score -257147.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -257176.984375 Penalty: 780.897766 Iteration 12Q: 3 clusters Score -257177 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -257192.859375 Penalty: 780.897766 Iteration 13Q: 3 clusters Score -257192.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -257204.062500 Penalty: 780.897766 Iteration 14Q: 3 clusters Score -257204.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -257211.125000 Penalty: 780.897766 Iteration 15Q: 3 clusters Score -257211.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -257214.875000 Penalty: 780.897766 Iteration 16Q: 3 clusters Score -257214.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -257216.156250 Penalty: 780.897766 Iteration 17Q: 3 clusters Score -257216.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -257216.875000 Penalty: 780.897766 Iteration 18Q: 3 clusters Score -257216.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -257217.968750 Penalty: 780.897766 Iteration 19Q: 3 clusters Score -257218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -257218.390625 Penalty: 780.897766 Iteration 20F: 3 clusters Score -257218.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (22857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Entering Unmasked Estep Score: -1286077.250000 Penalty: 456.684082 Iteration 0F: 2 clusters Score -1286077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -1270752.000000 Penalty: 913.368164 Iteration 0F: 3 clusters Score -1270752 nChanged 10988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 10227 members Entering Unmasked Estep Score: -1277445.125000 Penalty: 913.368164 Iteration 1F: 3 clusters Score -1277445 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13623 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1278213.250000 Penalty: 913.368164 Iteration 2F: 3 clusters Score -1278213 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14877 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -1279269.375000 Penalty: 913.368164 Iteration 3F: 3 clusters Score -1279269 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1280666.875000 Penalty: 913.368164 Iteration 4F: 3 clusters Score -1280667 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17744 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1282091.500000 Penalty: 913.368164 Iteration 5F: 3 clusters Score -1282092 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18873 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1283244.750000 Penalty: 913.368164 Iteration 6F: 3 clusters Score -1283245 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19648 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1283983.250000 Penalty: 913.368164 Iteration 7Q: 3 clusters Score -1283983 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20182 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1284418.625000 Penalty: 913.368164 Iteration 8Q: 3 clusters Score -1284419 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1284686.125000 Penalty: 913.368164 Iteration 9Q: 3 clusters Score -1284686 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20950 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1284899.250000 Penalty: 913.368164 Iteration 10Q: 3 clusters Score -1284899 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21265 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1285063.125000 Penalty: 913.368164 Iteration 11Q: 3 clusters Score -1285063 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21497 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1285194.375000 Penalty: 913.368164 Iteration 12Q: 3 clusters Score -1285194 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21698 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1285297.000000 Penalty: 913.368164 Iteration 13Q: 3 clusters Score -1285297 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21843 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1285359.875000 Penalty: 913.368164 Iteration 14Q: 3 clusters Score -1285360 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1285426.875000 Penalty: 913.368164 Iteration 15Q: 3 clusters Score -1285427 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22108 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1285480.500000 Penalty: 913.368164 Iteration 16Q: 3 clusters Score -1285480 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1285535.625000 Penalty: 913.368164 Iteration 17Q: 3 clusters Score -1285536 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22311 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1285582.625000 Penalty: 913.368164 Iteration 18Q: 3 clusters Score -1285583 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22391 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1285611.125000 Penalty: 913.368164 Iteration 19Q: 3 clusters Score -1285611 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22454 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1285642.875000 Penalty: 913.368164 Iteration 20F: 3 clusters Score -1285643 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22504 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1285668.625000 Penalty: 913.368164 Iteration 21Q: 3 clusters Score -1285669 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22543 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1285685.750000 Penalty: 913.368164 Iteration 22Q: 3 clusters Score -1285686 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22572 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1285696.250000 Penalty: 913.368164 Iteration 23Q: 3 clusters Score -1285696 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22600 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1285710.250000 Penalty: 913.368164 Iteration 24Q: 3 clusters Score -1285710 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22620 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1285715.625000 Penalty: 913.368164 Iteration 25Q: 3 clusters Score -1285716 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1285724.125000 Penalty: 913.368164 Iteration 26Q: 3 clusters Score -1285724 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22661 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1285729.375000 Penalty: 913.368164 Iteration 27Q: 3 clusters Score -1285729 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22671 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -1285734.625000 Penalty: 913.368164 Iteration 28Q: 3 clusters Score -1285735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22676 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1285739.375000 Penalty: 913.368164 Iteration 29Q: 3 clusters Score -1285739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1285741.250000 Penalty: 913.368164 Iteration 30Q: 3 clusters Score -1285741 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1285743.000000 Penalty: 913.368164 Iteration 31Q: 3 clusters Score -1285743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22686 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -1285743.625000 Penalty: 913.368164 Iteration 32Q: 3 clusters Score -1285744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22688 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -1285744.000000 Penalty: 913.368164 Iteration 33Q: 3 clusters Score -1285744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22690 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1285744.125000 Penalty: 913.368164 Iteration 34Q: 3 clusters Score -1285744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1285747.500000 Penalty: 913.368164 Iteration 35Q: 3 clusters Score -1285748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1285747.500000 Penalty: 913.368164 Iteration 36F: 3 clusters Score -1285748 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (118656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118656 members Entering Unmasked Estep Score: -6446506.500000 Penalty: 531.621277 Iteration 0F: 2 clusters Score -6446506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59277 members Mstep: Class 2 contains 59379 members Entering Unmasked Estep Score: -6366142.500000 Penalty: 1063.242554 Iteration 0F: 3 clusters Score -6366142 nChanged 58287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57526 members Mstep: Class 2 contains 61130 members Entering Unmasked Estep Score: -6402989.500000 Penalty: 1063.242554 Iteration 1F: 3 clusters Score -6402990 nChanged 5842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56170 members Mstep: Class 2 contains 62486 members Entering Unmasked Estep Score: -6405772.500000 Penalty: 1063.242554 Iteration 2Q: 3 clusters Score -6405772 nChanged 6859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53969 members Mstep: Class 2 contains 64687 members Entering Unmasked Estep Score: -6409824.000000 Penalty: 1063.242554 Iteration 3F: 3 clusters Score -6409824 nChanged 7666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51221 members Mstep: Class 2 contains 67435 members Entering Unmasked Estep Score: -6415447.500000 Penalty: 1063.242554 Iteration 4F: 3 clusters Score -6415448 nChanged 8041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48266 members Mstep: Class 2 contains 70390 members Entering Unmasked Estep Score: -6421947.000000 Penalty: 1063.242554 Iteration 5F: 3 clusters Score -6421947 nChanged 7137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45401 members Mstep: Class 2 contains 73255 members Entering Unmasked Estep Score: -6427459.000000 Penalty: 1063.242554 Iteration 6F: 3 clusters Score -6427459 nChanged 5296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42923 members Mstep: Class 2 contains 75733 members Entering Unmasked Estep Score: -6430454.000000 Penalty: 1063.242554 Iteration 7Q: 3 clusters Score -6430454 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40678 members Mstep: Class 2 contains 77978 members Entering Unmasked Estep Score: -6431714.500000 Penalty: 1063.242554 Iteration 8Q: 3 clusters Score -6431714 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38593 members Mstep: Class 2 contains 80063 members Entering Unmasked Estep Score: -6432437.000000 Penalty: 1063.242554 Iteration 9Q: 3 clusters Score -6432437 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36629 members Mstep: Class 2 contains 82027 members Entering Unmasked Estep Score: -6433113.500000 Penalty: 1063.242554 Iteration 10Q: 3 clusters Score -6433114 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34653 members Mstep: Class 2 contains 84003 members Entering Unmasked Estep Score: -6433761.500000 Penalty: 1063.242554 Iteration 11Q: 3 clusters Score -6433762 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32737 members Mstep: Class 2 contains 85919 members Entering Unmasked Estep Score: -6434375.000000 Penalty: 1063.242554 Iteration 12Q: 3 clusters Score -6434375 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30859 members Mstep: Class 2 contains 87797 members Entering Unmasked Estep Score: -6435072.000000 Penalty: 1063.242554 Iteration 13Q: 3 clusters Score -6435072 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29028 members Mstep: Class 2 contains 89628 members Entering Unmasked Estep Score: -6435632.500000 Penalty: 1063.242554 Iteration 14Q: 3 clusters Score -6435632 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27219 members Mstep: Class 2 contains 91437 members Entering Unmasked Estep Score: -6436146.500000 Penalty: 1063.242554 Iteration 15Q: 3 clusters Score -6436146 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25438 members Mstep: Class 2 contains 93218 members Entering Unmasked Estep Score: -6436676.000000 Penalty: 1063.242554 Iteration 16Q: 3 clusters Score -6436676 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 94983 members Entering Unmasked Estep Score: -6437189.000000 Penalty: 1063.242554 Iteration 17Q: 3 clusters Score -6437189 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21946 members Mstep: Class 2 contains 96710 members Entering Unmasked Estep Score: -6437719.500000 Penalty: 1063.242554 Iteration 18Q: 3 clusters Score -6437720 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20242 members Mstep: Class 2 contains 98414 members Entering Unmasked Estep Score: -6438265.500000 Penalty: 1063.242554 Iteration 19Q: 3 clusters Score -6438266 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18574 members Mstep: Class 2 contains 100082 members Entering Unmasked Estep Score: -6438792.000000 Penalty: 1063.242554 Iteration 20F: 3 clusters Score -6438792 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 101709 members Entering Unmasked Estep Score: -6439389.500000 Penalty: 1063.242554 Iteration 21Q: 3 clusters Score -6439390 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 103252 members Entering Unmasked Estep Score: -6439874.500000 Penalty: 1063.242554 Iteration 22Q: 3 clusters Score -6439874 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 104776 members Entering Unmasked Estep Score: -6440367.500000 Penalty: 1063.242554 Iteration 23Q: 3 clusters Score -6440368 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 106256 members Entering Unmasked Estep Score: -6440986.000000 Penalty: 1063.242554 Iteration 24Q: 3 clusters Score -6440986 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 107701 members Entering Unmasked Estep Score: -6441484.500000 Penalty: 1063.242554 Iteration 25Q: 3 clusters Score -6441484 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 108995 members Entering Unmasked Estep Score: -6441985.500000 Penalty: 1063.242554 Iteration 26Q: 3 clusters Score -6441986 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 110244 members Entering Unmasked Estep Score: -6442445.500000 Penalty: 1063.242554 Iteration 27Q: 3 clusters Score -6442446 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 111424 members Entering Unmasked Estep Score: -6442948.500000 Penalty: 1063.242554 Iteration 28Q: 3 clusters Score -6442948 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 112542 members Entering Unmasked Estep Score: -6443420.000000 Penalty: 1063.242554 Iteration 29Q: 3 clusters Score -6443420 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 113591 members Entering Unmasked Estep Score: -6443886.500000 Penalty: 1063.242554 Iteration 30Q: 3 clusters Score -6443886 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 114527 members Entering Unmasked Estep Score: -6444299.000000 Penalty: 1063.242554 Iteration 31Q: 3 clusters Score -6444299 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 115342 members Entering Unmasked Estep Score: -6444680.000000 Penalty: 1063.242554 Iteration 32Q: 3 clusters Score -6444680 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 116037 members Entering Unmasked Estep Score: -6444986.000000 Penalty: 1063.242554 Iteration 33Q: 3 clusters Score -6444986 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 116594 members Entering Unmasked Estep Score: -6445252.000000 Penalty: 1063.242554 Iteration 34Q: 3 clusters Score -6445252 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 117030 members Entering Unmasked Estep Score: -6445449.000000 Penalty: 1063.242554 Iteration 35Q: 3 clusters Score -6445449 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 117358 members Entering Unmasked Estep Score: -6445612.500000 Penalty: 1063.242554 Iteration 36Q: 3 clusters Score -6445612 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 117598 members Entering Unmasked Estep Score: -6445731.500000 Penalty: 1063.242554 Iteration 37Q: 3 clusters Score -6445732 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 117791 members Entering Unmasked Estep Score: -6445807.000000 Penalty: 1063.242554 Iteration 38Q: 3 clusters Score -6445807 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 117930 members Entering Unmasked Estep Score: -6445866.500000 Penalty: 1063.242554 Iteration 39Q: 3 clusters Score -6445866 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 118026 members Entering Unmasked Estep Score: -6445898.000000 Penalty: 1063.242554 Iteration 40F: 3 clusters Score -6445898 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 118111 members Entering Unmasked Estep Score: -6445951.500000 Penalty: 1063.242554 Iteration 41Q: 3 clusters Score -6445952 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 118168 members Entering Unmasked Estep Score: -6445987.500000 Penalty: 1063.242554 Iteration 42Q: 3 clusters Score -6445988 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 118220 members Entering Unmasked Estep Score: -6446015.500000 Penalty: 1063.242554 Iteration 43Q: 3 clusters Score -6446016 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 118254 members Entering Unmasked Estep Score: -6446016.500000 Penalty: 1063.242554 Iteration 44Q: 3 clusters Score -6446016 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 118277 members Entering Unmasked Estep Score: -6446026.000000 Penalty: 1063.242554 Iteration 45Q: 3 clusters Score -6446026 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 118299 members Entering Unmasked Estep Score: -6446037.000000 Penalty: 1063.242554 Iteration 46Q: 3 clusters Score -6446037 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 118315 members Entering Unmasked Estep Score: -6446051.500000 Penalty: 1063.242554 Iteration 47Q: 3 clusters Score -6446052 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 118323 members Entering Unmasked Estep Score: -6446051.500000 Penalty: 1063.242554 Iteration 48Q: 3 clusters Score -6446052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 118331 members Entering Unmasked Estep Score: -6446055.500000 Penalty: 1063.242554 Iteration 49Q: 3 clusters Score -6446056 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 118336 members Entering Unmasked Estep Score: -6446058.500000 Penalty: 1063.242554 Iteration 50Q: 3 clusters Score -6446058 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 118346 members Entering Unmasked Estep Score: -6446058.000000 Penalty: 1063.242554 Iteration 51Q: 3 clusters Score -6446058 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 118354 members Entering Unmasked Estep Score: -6446061.500000 Penalty: 1063.242554 Iteration 52Q: 3 clusters Score -6446062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 118356 members Entering Unmasked Estep Score: -6446069.500000 Penalty: 1063.242554 Iteration 53Q: 3 clusters Score -6446070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 118356 members Entering Unmasked Estep Score: -6446072.000000 Penalty: 1063.242554 Iteration 54Q: 3 clusters Score -6446072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 118356 members Entering Unmasked Estep Score: -6446068.500000 Penalty: 1063.242554 Iteration 55Q: 3 clusters Score -6446068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 118358 members Entering Unmasked Estep Score: -6446068.500000 Penalty: 1063.242554 Iteration 56Q: 3 clusters Score -6446068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 118359 members Entering Unmasked Estep Score: -6446068.500000 Penalty: 1063.242554 Iteration 57Q: 3 clusters Score -6446068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 118361 members Entering Unmasked Estep Score: -6446069.500000 Penalty: 1063.242554 Iteration 58Q: 3 clusters Score -6446070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 118362 members Entering Unmasked Estep Score: -6446068.500000 Penalty: 1063.242554 Iteration 59Q: 3 clusters Score -6446068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 118360 members Entering Unmasked Estep Score: -6446070.500000 Penalty: 1063.242554 Iteration 60F: 3 clusters Score -6446070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 118363 members Entering Unmasked Estep Score: -6446072.000000 Penalty: 1063.242554 Iteration 61Q: 3 clusters Score -6446072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 118366 members Entering Unmasked Estep Score: -6446077.500000 Penalty: 1063.242554 Iteration 62Q: 3 clusters Score -6446078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 118368 members Entering Unmasked Estep Score: -6446075.000000 Penalty: 1063.242554 Iteration 63Q: 3 clusters Score -6446075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 118369 members Entering Unmasked Estep Score: -6446075.000000 Penalty: 1063.242554 Iteration 64Q: 3 clusters Score -6446075 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 118368 members Entering Unmasked Estep Score: -6446072.000000 Penalty: 1063.242554 Iteration 65Q: 3 clusters Score -6446072 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 118372 members Entering Unmasked Estep Score: -6446078.500000 Penalty: 1063.242554 Iteration 66Q: 3 clusters Score -6446078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 118372 members Entering Unmasked Estep Score: -6446083.500000 Penalty: 1063.242554 Iteration 67Q: 3 clusters Score -6446084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 118370 members Entering Unmasked Estep Score: -6446080.000000 Penalty: 1063.242554 Iteration 68Q: 3 clusters Score -6446080 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 118370 members Entering Unmasked Estep Score: -6446084.500000 Penalty: 1063.242554 Iteration 69Q: 3 clusters Score -6446084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 118373 members Entering Unmasked Estep Score: -6446088.000000 Penalty: 1063.242554 Iteration 70Q: 3 clusters Score -6446088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 118374 members Entering Unmasked Estep Score: -6446092.000000 Penalty: 1063.242554 Iteration 71Q: 3 clusters Score -6446092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 118370 members Entering Unmasked Estep Score: -6446090.500000 Penalty: 1063.242554 Iteration 72Q: 3 clusters Score -6446090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 118369 members Entering Unmasked Estep Score: -6446091.000000 Penalty: 1063.242554 Iteration 73Q: 3 clusters Score -6446091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 118367 members Entering Unmasked Estep Score: -6446094.000000 Penalty: 1063.242554 Iteration 74Q: 3 clusters Score -6446094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 118367 members Entering Unmasked Estep Score: -6446093.500000 Penalty: 1063.242554 Iteration 75Q: 3 clusters Score -6446094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 118367 members Entering Unmasked Estep Score: -6446093.500000 Penalty: 1063.242554 Iteration 76F: 3 clusters Score -6446094 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Entering Unmasked Estep Score: -1362289.625000 Penalty: 462.502502 Iteration 0F: 2 clusters Score -1362290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -1344905.875000 Penalty: 925.005005 Iteration 0F: 3 clusters Score -1344906 nChanged 12470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -1352902.625000 Penalty: 925.005005 Iteration 1F: 3 clusters Score -1352903 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15655 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -1353786.000000 Penalty: 925.005005 Iteration 2F: 3 clusters Score -1353786 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16905 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1354762.375000 Penalty: 925.005005 Iteration 3F: 3 clusters Score -1354762 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18303 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1355803.375000 Penalty: 925.005005 Iteration 4F: 3 clusters Score -1355803 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19808 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1356910.000000 Penalty: 925.005005 Iteration 5F: 3 clusters Score -1356910 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21330 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1358088.375000 Penalty: 925.005005 Iteration 6F: 3 clusters Score -1358088 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -1359265.500000 Penalty: 925.005005 Iteration 7F: 3 clusters Score -1359266 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23900 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1360238.250000 Penalty: 925.005005 Iteration 8Q: 3 clusters Score -1360238 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24670 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1360878.750000 Penalty: 925.005005 Iteration 9Q: 3 clusters Score -1360879 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25195 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1361351.750000 Penalty: 925.005005 Iteration 10Q: 3 clusters Score -1361352 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25495 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1361622.750000 Penalty: 925.005005 Iteration 11Q: 3 clusters Score -1361623 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25626 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1361747.125000 Penalty: 925.005005 Iteration 12Q: 3 clusters Score -1361747 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25696 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1361812.250000 Penalty: 925.005005 Iteration 13Q: 3 clusters Score -1361812 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25723 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -1361851.500000 Penalty: 925.005005 Iteration 14Q: 3 clusters Score -1361852 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25733 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -1361868.875000 Penalty: 925.005005 Iteration 15Q: 3 clusters Score -1361869 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25741 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -1361877.125000 Penalty: 925.005005 Iteration 16Q: 3 clusters Score -1361877 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25744 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1361880.375000 Penalty: 925.005005 Iteration 17Q: 3 clusters Score -1361880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25745 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1361880.875000 Penalty: 925.005005 Iteration 18Q: 3 clusters Score -1361881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25748 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1361883.875000 Penalty: 925.005005 Iteration 19Q: 3 clusters Score -1361884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25753 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1361883.375000 Penalty: 925.005005 Iteration 20F: 3 clusters Score -1361883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25757 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1361886.000000 Penalty: 925.005005 Iteration 21Q: 3 clusters Score -1361886 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25759 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1361887.250000 Penalty: 925.005005 Iteration 22Q: 3 clusters Score -1361887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1361890.000000 Penalty: 925.005005 Iteration 23Q: 3 clusters Score -1361890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25760 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1361889.125000 Penalty: 925.005005 Iteration 24Q: 3 clusters Score -1361889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25760 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1361889.125000 Penalty: 925.005005 Iteration 25F: 3 clusters Score -1361889 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Entering Unmasked Estep Score: -134348.953125 Penalty: 362.448120 Iteration 0F: 2 clusters Score -134349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -132369.781250 Penalty: 724.896240 Iteration 0F: 3 clusters Score -132369.8 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -133138.468750 Penalty: 724.896240 Iteration 1F: 3 clusters Score -133138.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -133234.953125 Penalty: 724.896240 Iteration 2F: 3 clusters Score -133235 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -133360.953125 Penalty: 724.896240 Iteration 3F: 3 clusters Score -133361 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -133493.187500 Penalty: 724.896240 Iteration 4F: 3 clusters Score -133493.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -133596.140625 Penalty: 724.896240 Iteration 5F: 3 clusters Score -133596.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -133681.875000 Penalty: 724.896240 Iteration 6Q: 3 clusters Score -133681.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -133747.812500 Penalty: 724.896240 Iteration 7Q: 3 clusters Score -133747.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -133809.203125 Penalty: 724.896240 Iteration 8Q: 3 clusters Score -133809.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -133864.593750 Penalty: 724.896240 Iteration 9Q: 3 clusters Score -133864.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -133915.375000 Penalty: 724.896240 Iteration 10Q: 3 clusters Score -133915.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -133970.656250 Penalty: 724.896240 Iteration 11Q: 3 clusters Score -133970.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -134010.906250 Penalty: 724.896240 Iteration 12Q: 3 clusters Score -134010.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -134034.390625 Penalty: 724.896240 Iteration 13Q: 3 clusters Score -134034.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -134050.312500 Penalty: 724.896240 Iteration 14Q: 3 clusters Score -134050.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -134063.515625 Penalty: 724.896240 Iteration 15Q: 3 clusters Score -134063.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -134074.953125 Penalty: 724.896240 Iteration 16Q: 3 clusters Score -134075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -134081.890625 Penalty: 724.896240 Iteration 17Q: 3 clusters Score -134081.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -134086.843750 Penalty: 724.896240 Iteration 18Q: 3 clusters Score -134086.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -134090.906250 Penalty: 724.896240 Iteration 19Q: 3 clusters Score -134090.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -134091.796875 Penalty: 724.896240 Iteration 20F: 3 clusters Score -134091.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Entering Unmasked Estep Score: -198168.062500 Penalty: 371.381531 Iteration 0F: 2 clusters Score -198168.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -195695.109375 Penalty: 742.763062 Iteration 0F: 3 clusters Score -195695.1 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -196580.609375 Penalty: 742.763062 Iteration 1F: 3 clusters Score -196580.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -196693.078125 Penalty: 742.763062 Iteration 2F: 3 clusters Score -196693.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -196782.234375 Penalty: 742.763062 Iteration 3F: 3 clusters Score -196782.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -196866.968750 Penalty: 742.763062 Iteration 4Q: 3 clusters Score -196867 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -196957.781250 Penalty: 742.763062 Iteration 5Q: 3 clusters Score -196957.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -197054.734375 Penalty: 742.763062 Iteration 6Q: 3 clusters Score -197054.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -197129.343750 Penalty: 742.763062 Iteration 7Q: 3 clusters Score -197129.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -197209.687500 Penalty: 742.763062 Iteration 8Q: 3 clusters Score -197209.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -197280.515625 Penalty: 742.763062 Iteration 9Q: 3 clusters Score -197280.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -197339.906250 Penalty: 742.763062 Iteration 10Q: 3 clusters Score -197339.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -197376.515625 Penalty: 742.763062 Iteration 11Q: 3 clusters Score -197376.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -197399.046875 Penalty: 742.763062 Iteration 12Q: 3 clusters Score -197399 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -197410.531250 Penalty: 742.763062 Iteration 13Q: 3 clusters Score -197410.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -197419.953125 Penalty: 742.763062 Iteration 14Q: 3 clusters Score -197420 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -197429.937500 Penalty: 742.763062 Iteration 15Q: 3 clusters Score -197429.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -197439.015625 Penalty: 742.763062 Iteration 16Q: 3 clusters Score -197439 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -197446.734375 Penalty: 742.763062 Iteration 17Q: 3 clusters Score -197446.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -197457.296875 Penalty: 742.763062 Iteration 18Q: 3 clusters Score -197457.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -197470.062500 Penalty: 742.763062 Iteration 19Q: 3 clusters Score -197470.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -197486.500000 Penalty: 742.763062 Iteration 20F: 3 clusters Score -197486.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -197506.968750 Penalty: 742.763062 Iteration 21Q: 3 clusters Score -197507 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -197533.109375 Penalty: 742.763062 Iteration 22Q: 3 clusters Score -197533.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -197559.328125 Penalty: 742.763062 Iteration 23Q: 3 clusters Score -197559.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -197586.375000 Penalty: 742.763062 Iteration 24Q: 3 clusters Score -197586.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -197615.921875 Penalty: 742.763062 Iteration 25Q: 3 clusters Score -197615.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -197652.171875 Penalty: 742.763062 Iteration 26Q: 3 clusters Score -197652.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -197687.234375 Penalty: 742.763062 Iteration 27Q: 3 clusters Score -197687.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -197720.187500 Penalty: 742.763062 Iteration 28Q: 3 clusters Score -197720.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -197745.078125 Penalty: 742.763062 Iteration 29Q: 3 clusters Score -197745.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -197766.468750 Penalty: 742.763062 Iteration 30Q: 3 clusters Score -197766.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -197782.406250 Penalty: 742.763062 Iteration 31Q: 3 clusters Score -197782.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -197794.609375 Penalty: 742.763062 Iteration 32Q: 3 clusters Score -197794.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -197803.109375 Penalty: 742.763062 Iteration 33Q: 3 clusters Score -197803.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -197809.468750 Penalty: 742.763062 Iteration 34Q: 3 clusters Score -197809.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -197816.140625 Penalty: 742.763062 Iteration 35Q: 3 clusters Score -197816.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -197818.593750 Penalty: 742.763062 Iteration 36Q: 3 clusters Score -197818.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -197822.781250 Penalty: 742.763062 Iteration 37Q: 3 clusters Score -197822.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -197829.281250 Penalty: 742.763062 Iteration 38Q: 3 clusters Score -197829.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -197834.625000 Penalty: 742.763062 Iteration 39Q: 3 clusters Score -197834.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -197838.312500 Penalty: 742.763062 Iteration 40F: 3 clusters Score -197838.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -197840.265625 Penalty: 742.763062 Iteration 41Q: 3 clusters Score -197840.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -197842.984375 Penalty: 742.763062 Iteration 42Q: 3 clusters Score -197843 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -197845.359375 Penalty: 742.763062 Iteration 43Q: 3 clusters Score -197845.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -197847.390625 Penalty: 742.763062 Iteration 44Q: 3 clusters Score -197847.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -197850.593750 Penalty: 742.763062 Iteration 45Q: 3 clusters Score -197850.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -197851.968750 Penalty: 742.763062 Iteration 46Q: 3 clusters Score -197852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -197852.953125 Penalty: 742.763062 Iteration 47Q: 3 clusters Score -197853 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -197854.234375 Penalty: 742.763062 Iteration 48Q: 3 clusters Score -197854.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -197855.750000 Penalty: 742.763062 Iteration 49Q: 3 clusters Score -197855.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -197856.109375 Penalty: 742.763062 Iteration 50Q: 3 clusters Score -197856.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -197856.640625 Penalty: 742.763062 Iteration 51Q: 3 clusters Score -197856.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -197856.640625 Penalty: 742.763062 Iteration 52F: 3 clusters Score -197856.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Entering Unmasked Estep Score: -260278.890625 Penalty: 383.569946 Iteration 0F: 2 clusters Score -260278.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -257133.843750 Penalty: 767.139893 Iteration 0F: 3 clusters Score -257133.8 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -258398.015625 Penalty: 767.139893 Iteration 1F: 3 clusters Score -258398 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -258499.312500 Penalty: 767.139893 Iteration 2F: 3 clusters Score -258499.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -258567.296875 Penalty: 767.139893 Iteration 3Q: 3 clusters Score -258567.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -258635.078125 Penalty: 767.139893 Iteration 4Q: 3 clusters Score -258635.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -258690.953125 Penalty: 767.139893 Iteration 5Q: 3 clusters Score -258691 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -258741.531250 Penalty: 767.139893 Iteration 6Q: 3 clusters Score -258741.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -258814.546875 Penalty: 767.139893 Iteration 7Q: 3 clusters Score -258814.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -258941.265625 Penalty: 767.139893 Iteration 8Q: 3 clusters Score -258941.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -259067.843750 Penalty: 767.139893 Iteration 9Q: 3 clusters Score -259067.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -259195.859375 Penalty: 767.139893 Iteration 10Q: 3 clusters Score -259195.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -259332.343750 Penalty: 767.139893 Iteration 11Q: 3 clusters Score -259332.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -259455.640625 Penalty: 767.139893 Iteration 12Q: 3 clusters Score -259455.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -259570.453125 Penalty: 767.139893 Iteration 13Q: 3 clusters Score -259570.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -259660.703125 Penalty: 767.139893 Iteration 14Q: 3 clusters Score -259660.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -259726.890625 Penalty: 767.139893 Iteration 15Q: 3 clusters Score -259726.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -259778.656250 Penalty: 767.139893 Iteration 16Q: 3 clusters Score -259778.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -259808.390625 Penalty: 767.139893 Iteration 17Q: 3 clusters Score -259808.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -259829.859375 Penalty: 767.139893 Iteration 18Q: 3 clusters Score -259829.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -259854.109375 Penalty: 767.139893 Iteration 19Q: 3 clusters Score -259854.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -259866.265625 Penalty: 767.139893 Iteration 20F: 3 clusters Score -259866.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -259877.218750 Penalty: 767.139893 Iteration 21Q: 3 clusters Score -259877.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -259888.062500 Penalty: 767.139893 Iteration 22Q: 3 clusters Score -259888.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -259899.515625 Penalty: 767.139893 Iteration 23Q: 3 clusters Score -259899.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -259910.078125 Penalty: 767.139893 Iteration 24Q: 3 clusters Score -259910.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -259921.406250 Penalty: 767.139893 Iteration 25Q: 3 clusters Score -259921.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -259928.578125 Penalty: 767.139893 Iteration 26Q: 3 clusters Score -259928.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -259931.687500 Penalty: 767.139893 Iteration 27Q: 3 clusters Score -259931.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -259932.046875 Penalty: 767.139893 Iteration 28Q: 3 clusters Score -259932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -259932.718750 Penalty: 767.139893 Iteration 29Q: 3 clusters Score -259932.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -259933.656250 Penalty: 767.139893 Iteration 30Q: 3 clusters Score -259933.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -259934.250000 Penalty: 767.139893 Iteration 31Q: 3 clusters Score -259934.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -259934.953125 Penalty: 767.139893 Iteration 32Q: 3 clusters Score -259935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -259935.125000 Penalty: 767.139893 Iteration 33Q: 3 clusters Score -259935.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -259935.125000 Penalty: 767.139893 Iteration 34F: 3 clusters Score -259935.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Entering Unmasked Estep Score: -87046.476562 Penalty: 337.799530 Iteration 0F: 2 clusters Score -87046.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -85802.882812 Penalty: 675.599060 Iteration 0F: 3 clusters Score -85802.88 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -86245.421875 Penalty: 675.599060 Iteration 1F: 3 clusters Score -86245.42 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -86318.445312 Penalty: 675.599060 Iteration 2F: 3 clusters Score -86318.45 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -86362.242188 Penalty: 675.599060 Iteration 3F: 3 clusters Score -86362.24 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -86400.164062 Penalty: 675.599060 Iteration 4Q: 3 clusters Score -86400.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -86448.000000 Penalty: 675.599060 Iteration 5Q: 3 clusters Score -86448 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -86488.640625 Penalty: 675.599060 Iteration 6Q: 3 clusters Score -86488.64 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -86523.546875 Penalty: 675.599060 Iteration 7Q: 3 clusters Score -86523.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -86543.914062 Penalty: 675.599060 Iteration 8Q: 3 clusters Score -86543.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -86562.039062 Penalty: 675.599060 Iteration 9Q: 3 clusters Score -86562.04 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -86580.265625 Penalty: 675.599060 Iteration 10Q: 3 clusters Score -86580.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -86601.195312 Penalty: 675.599060 Iteration 11Q: 3 clusters Score -86601.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -86616.937500 Penalty: 675.599060 Iteration 12Q: 3 clusters Score -86616.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -86630.453125 Penalty: 675.599060 Iteration 13Q: 3 clusters Score -86630.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -86640.687500 Penalty: 675.599060 Iteration 14Q: 3 clusters Score -86640.69 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -86649.937500 Penalty: 675.599060 Iteration 15Q: 3 clusters Score -86649.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -86662.195312 Penalty: 675.599060 Iteration 16Q: 3 clusters Score -86662.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -86670.523438 Penalty: 675.599060 Iteration 17Q: 3 clusters Score -86670.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -86677.171875 Penalty: 675.599060 Iteration 18Q: 3 clusters Score -86677.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -86681.210938 Penalty: 675.599060 Iteration 19Q: 3 clusters Score -86681.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -86682.898438 Penalty: 675.599060 Iteration 20F: 3 clusters Score -86682.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -86684.585938 Penalty: 675.599060 Iteration 21Q: 3 clusters Score -86684.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -86685.937500 Penalty: 675.599060 Iteration 22Q: 3 clusters Score -86685.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -86690.117188 Penalty: 675.599060 Iteration 23Q: 3 clusters Score -86690.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -86695.328125 Penalty: 675.599060 Iteration 24Q: 3 clusters Score -86695.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -86699.632812 Penalty: 675.599060 Iteration 25Q: 3 clusters Score -86699.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -86701.656250 Penalty: 675.599060 Iteration 26Q: 3 clusters Score -86701.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -86703.210938 Penalty: 675.599060 Iteration 27Q: 3 clusters Score -86703.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -86708.507812 Penalty: 675.599060 Iteration 28Q: 3 clusters Score -86708.51 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -86714.773438 Penalty: 675.599060 Iteration 29Q: 3 clusters Score -86714.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -86722.664062 Penalty: 675.599060 Iteration 30Q: 3 clusters Score -86722.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -86726.062500 Penalty: 675.599060 Iteration 31Q: 3 clusters Score -86726.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -86728.328125 Penalty: 675.599060 Iteration 32Q: 3 clusters Score -86728.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -86731.101562 Penalty: 675.599060 Iteration 33Q: 3 clusters Score -86731.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -86737.593750 Penalty: 675.599060 Iteration 34Q: 3 clusters Score -86737.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -86741.867188 Penalty: 675.599060 Iteration 35Q: 3 clusters Score -86741.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -86743.828125 Penalty: 675.599060 Iteration 36Q: 3 clusters Score -86743.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -86744.781250 Penalty: 675.599060 Iteration 37Q: 3 clusters Score -86744.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -86746.078125 Penalty: 675.599060 Iteration 38Q: 3 clusters Score -86746.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -86747.406250 Penalty: 675.599060 Iteration 39Q: 3 clusters Score -86747.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -86747.789062 Penalty: 675.599060 Iteration 40F: 3 clusters Score -86747.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -86748.703125 Penalty: 675.599060 Iteration 41Q: 3 clusters Score -86748.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -86749.234375 Penalty: 675.599060 Iteration 42Q: 3 clusters Score -86749.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -86751.054688 Penalty: 675.599060 Iteration 43Q: 3 clusters Score -86751.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -86752.156250 Penalty: 675.599060 Iteration 44Q: 3 clusters Score -86752.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -86753.156250 Penalty: 675.599060 Iteration 45Q: 3 clusters Score -86753.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -86753.156250 Penalty: 675.599060 Iteration 46F: 3 clusters Score -86753.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (23284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Entering Unmasked Estep Score: -1221191.250000 Penalty: 457.526245 Iteration 0F: 2 clusters Score -1221191 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1205646.125000 Penalty: 915.052490 Iteration 0F: 3 clusters Score -1205646 nChanged 11086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1212051.750000 Penalty: 915.052490 Iteration 1F: 3 clusters Score -1212052 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -1212520.375000 Penalty: 915.052490 Iteration 2Q: 3 clusters Score -1212520 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -1213244.000000 Penalty: 915.052490 Iteration 3F: 3 clusters Score -1213244 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 14422 members Entering Unmasked Estep Score: -1214256.375000 Penalty: 915.052490 Iteration 4F: 3 clusters Score -1214256 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 15409 members Entering Unmasked Estep Score: -1215468.750000 Penalty: 915.052490 Iteration 5F: 3 clusters Score -1215469 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -1216594.000000 Penalty: 915.052490 Iteration 6F: 3 clusters Score -1216594 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -1217391.625000 Penalty: 915.052490 Iteration 7F: 3 clusters Score -1217392 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 17652 members Entering Unmasked Estep Score: -1217875.500000 Penalty: 915.052490 Iteration 8Q: 3 clusters Score -1217876 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -1218197.125000 Penalty: 915.052490 Iteration 9Q: 3 clusters Score -1218197 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 18714 members Entering Unmasked Estep Score: -1218466.000000 Penalty: 915.052490 Iteration 10Q: 3 clusters Score -1218466 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 19221 members Entering Unmasked Estep Score: -1218729.375000 Penalty: 915.052490 Iteration 11Q: 3 clusters Score -1218729 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -1218969.750000 Penalty: 915.052490 Iteration 12Q: 3 clusters Score -1218970 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 20116 members Entering Unmasked Estep Score: -1219189.250000 Penalty: 915.052490 Iteration 13Q: 3 clusters Score -1219189 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -1219381.500000 Penalty: 915.052490 Iteration 14Q: 3 clusters Score -1219382 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 20867 members Entering Unmasked Estep Score: -1219561.250000 Penalty: 915.052490 Iteration 15Q: 3 clusters Score -1219561 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 21197 members Entering Unmasked Estep Score: -1219725.000000 Penalty: 915.052490 Iteration 16Q: 3 clusters Score -1219725 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -1219861.000000 Penalty: 915.052490 Iteration 17Q: 3 clusters Score -1219861 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 21752 members Entering Unmasked Estep Score: -1220006.250000 Penalty: 915.052490 Iteration 18Q: 3 clusters Score -1220006 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -1220141.125000 Penalty: 915.052490 Iteration 19Q: 3 clusters Score -1220141 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 22219 members Entering Unmasked Estep Score: -1220253.500000 Penalty: 915.052490 Iteration 20F: 3 clusters Score -1220254 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 22407 members Entering Unmasked Estep Score: -1220358.125000 Penalty: 915.052490 Iteration 21Q: 3 clusters Score -1220358 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 22564 members Entering Unmasked Estep Score: -1220440.375000 Penalty: 915.052490 Iteration 22Q: 3 clusters Score -1220440 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 22686 members Entering Unmasked Estep Score: -1220507.250000 Penalty: 915.052490 Iteration 23Q: 3 clusters Score -1220507 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 22797 members Entering Unmasked Estep Score: -1220574.500000 Penalty: 915.052490 Iteration 24Q: 3 clusters Score -1220574 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 22874 members Entering Unmasked Estep Score: -1220627.875000 Penalty: 915.052490 Iteration 25Q: 3 clusters Score -1220628 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 22931 members Entering Unmasked Estep Score: -1220671.375000 Penalty: 915.052490 Iteration 26Q: 3 clusters Score -1220671 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 22983 members Entering Unmasked Estep Score: -1220718.500000 Penalty: 915.052490 Iteration 27Q: 3 clusters Score -1220718 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 23011 members Entering Unmasked Estep Score: -1220741.375000 Penalty: 915.052490 Iteration 28Q: 3 clusters Score -1220741 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 23032 members Entering Unmasked Estep Score: -1220755.375000 Penalty: 915.052490 Iteration 29Q: 3 clusters Score -1220755 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -1220764.750000 Penalty: 915.052490 Iteration 30Q: 3 clusters Score -1220765 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 23064 members Entering Unmasked Estep Score: -1220779.000000 Penalty: 915.052490 Iteration 31Q: 3 clusters Score -1220779 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -1220789.625000 Penalty: 915.052490 Iteration 32Q: 3 clusters Score -1220790 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 23084 members Entering Unmasked Estep Score: -1220798.125000 Penalty: 915.052490 Iteration 33Q: 3 clusters Score -1220798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -1220803.500000 Penalty: 915.052490 Iteration 34Q: 3 clusters Score -1220804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 23094 members Entering Unmasked Estep Score: -1220805.875000 Penalty: 915.052490 Iteration 35Q: 3 clusters Score -1220806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 23097 members Entering Unmasked Estep Score: -1220807.000000 Penalty: 915.052490 Iteration 36Q: 3 clusters Score -1220807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -1220808.125000 Penalty: 915.052490 Iteration 37Q: 3 clusters Score -1220808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -1220810.000000 Penalty: 915.052490 Iteration 38Q: 3 clusters Score -1220810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -1220810.125000 Penalty: 915.052490 Iteration 39Q: 3 clusters Score -1220810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -1220812.250000 Penalty: 915.052490 Iteration 40F: 3 clusters Score -1220812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -1220815.250000 Penalty: 915.052490 Iteration 41Q: 3 clusters Score -1220815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 23109 members Entering Unmasked Estep Score: -1220817.500000 Penalty: 915.052490 Iteration 42Q: 3 clusters Score -1220818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -1220818.250000 Penalty: 915.052490 Iteration 43Q: 3 clusters Score -1220818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -1220818.125000 Penalty: 915.052490 Iteration 44Q: 3 clusters Score -1220818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -1220818.125000 Penalty: 915.052490 Iteration 45F: 3 clusters Score -1220818 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Entering Unmasked Estep Score: -120859.070312 Penalty: 358.765350 Iteration 0F: 2 clusters Score -120859.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -118973.015625 Penalty: 717.530701 Iteration 0F: 3 clusters Score -118973 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -119651.429688 Penalty: 717.530701 Iteration 1F: 3 clusters Score -119651.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -119824.851562 Penalty: 717.530701 Iteration 2F: 3 clusters Score -119824.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -120002.671875 Penalty: 717.530701 Iteration 3F: 3 clusters Score -120002.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -120157.750000 Penalty: 717.530701 Iteration 4F: 3 clusters Score -120157.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -120242.804688 Penalty: 717.530701 Iteration 5F: 3 clusters Score -120242.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -120304.960938 Penalty: 717.530701 Iteration 6Q: 3 clusters Score -120305 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -120367.351562 Penalty: 717.530701 Iteration 7Q: 3 clusters Score -120367.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -120422.039062 Penalty: 717.530701 Iteration 8Q: 3 clusters Score -120422 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -120458.859375 Penalty: 717.530701 Iteration 9Q: 3 clusters Score -120458.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -120485.335938 Penalty: 717.530701 Iteration 10Q: 3 clusters Score -120485.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -120511.453125 Penalty: 717.530701 Iteration 11Q: 3 clusters Score -120511.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -120532.953125 Penalty: 717.530701 Iteration 12Q: 3 clusters Score -120533 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -120547.265625 Penalty: 717.530701 Iteration 13Q: 3 clusters Score -120547.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -120560.617188 Penalty: 717.530701 Iteration 14Q: 3 clusters Score -120560.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -120582.125000 Penalty: 717.530701 Iteration 15Q: 3 clusters Score -120582.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -120601.156250 Penalty: 717.530701 Iteration 16Q: 3 clusters Score -120601.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -120618.625000 Penalty: 717.530701 Iteration 17Q: 3 clusters Score -120618.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -120628.062500 Penalty: 717.530701 Iteration 18Q: 3 clusters Score -120628.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -120635.906250 Penalty: 717.530701 Iteration 19Q: 3 clusters Score -120635.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -120641.593750 Penalty: 717.530701 Iteration 20F: 3 clusters Score -120641.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -120647.726562 Penalty: 717.530701 Iteration 21Q: 3 clusters Score -120647.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -120650.445312 Penalty: 717.530701 Iteration 22Q: 3 clusters Score -120650.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -120654.476562 Penalty: 717.530701 Iteration 23Q: 3 clusters Score -120654.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -120660.546875 Penalty: 717.530701 Iteration 24Q: 3 clusters Score -120660.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -120666.203125 Penalty: 717.530701 Iteration 25Q: 3 clusters Score -120666.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -120670.093750 Penalty: 717.530701 Iteration 26Q: 3 clusters Score -120670.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -120677.398438 Penalty: 717.530701 Iteration 27Q: 3 clusters Score -120677.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120705.507812 Penalty: 717.530701 Iteration 28Q: 3 clusters Score -120705.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -120764.078125 Penalty: 717.530701 Iteration 29Q: 3 clusters Score -120764.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -120814.367188 Penalty: 717.530701 Iteration 30Q: 3 clusters Score -120814.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -120840.195312 Penalty: 717.530701 Iteration 31Q: 3 clusters Score -120840.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -120848.953125 Penalty: 717.530701 Iteration 32Q: 3 clusters Score -120849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -120854.109375 Penalty: 717.530701 Iteration 33Q: 3 clusters Score -120854.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -120860.210938 Penalty: 717.530701 Iteration 34Q: 3 clusters Score -120860.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -120866.031250 Penalty: 717.530701 Iteration 35Q: 3 clusters Score -120866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -120874.671875 Penalty: 717.530701 Iteration 36Q: 3 clusters Score -120874.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -120885.257812 Penalty: 717.530701 Iteration 37Q: 3 clusters Score -120885.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -120902.218750 Penalty: 717.530701 Iteration 38Q: 3 clusters Score -120902.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -120924.929688 Penalty: 717.530701 Iteration 39Q: 3 clusters Score -120924.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -120964.437500 Penalty: 717.530701 Iteration 40F: 3 clusters Score -120964.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -120998.203125 Penalty: 717.530701 Iteration 41Q: 3 clusters Score -120998.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -121004.343750 Penalty: 717.530701 Iteration 42Q: 3 clusters Score -121004.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -121004.750000 Penalty: 717.530701 Iteration 43Q: 3 clusters Score -121004.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -121005.390625 Penalty: 717.530701 Iteration 44Q: 3 clusters Score -121005.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -121005.390625 Penalty: 717.530701 Iteration 45F: 3 clusters Score -121005.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5331 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118656 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23284 members Mstep: Class 13 contains 1950 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7209 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64906 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Mstep: Class 34 contains 707 members Entering Unmasked Estep Score: -21382366.000000 Penalty: 20006.701172 Splitting cluster 13 changes total score from -21382466.000000 to -21382366.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (1913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Entering Unmasked Estep Score: -110770.968750 Penalty: 343.817474 Iteration 0F: 2 clusters Score -110771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -109377.085938 Penalty: 687.634949 Iteration 0F: 3 clusters Score -109377.1 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -109818.476562 Penalty: 687.634949 Iteration 1F: 3 clusters Score -109818.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -109915.554688 Penalty: 687.634949 Iteration 2F: 3 clusters Score -109915.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -109993.859375 Penalty: 687.634949 Iteration 3F: 3 clusters Score -109993.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -110044.406250 Penalty: 687.634949 Iteration 4Q: 3 clusters Score -110044.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -110110.414062 Penalty: 687.634949 Iteration 5Q: 3 clusters Score -110110.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -110185.570312 Penalty: 687.634949 Iteration 6F: 3 clusters Score -110185.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -110230.093750 Penalty: 687.634949 Iteration 7Q: 3 clusters Score -110230.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -110263.414062 Penalty: 687.634949 Iteration 8Q: 3 clusters Score -110263.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -110295.726562 Penalty: 687.634949 Iteration 9Q: 3 clusters Score -110295.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -110316.218750 Penalty: 687.634949 Iteration 10Q: 3 clusters Score -110316.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -110330.765625 Penalty: 687.634949 Iteration 11Q: 3 clusters Score -110330.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -110346.046875 Penalty: 687.634949 Iteration 12Q: 3 clusters Score -110346 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -110358.609375 Penalty: 687.634949 Iteration 13Q: 3 clusters Score -110358.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -110367.992188 Penalty: 687.634949 Iteration 14Q: 3 clusters Score -110368 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -110374.992188 Penalty: 687.634949 Iteration 15Q: 3 clusters Score -110375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -110380.203125 Penalty: 687.634949 Iteration 16Q: 3 clusters Score -110380.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -110387.539062 Penalty: 687.634949 Iteration 17Q: 3 clusters Score -110387.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -110394.250000 Penalty: 687.634949 Iteration 18Q: 3 clusters Score -110394.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -110400.632812 Penalty: 687.634949 Iteration 19Q: 3 clusters Score -110400.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -110405.125000 Penalty: 687.634949 Iteration 20F: 3 clusters Score -110405.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -110409.812500 Penalty: 687.634949 Iteration 21Q: 3 clusters Score -110409.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -110414.593750 Penalty: 687.634949 Iteration 22Q: 3 clusters Score -110414.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -110417.726562 Penalty: 687.634949 Iteration 23Q: 3 clusters Score -110417.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -110420.390625 Penalty: 687.634949 Iteration 24Q: 3 clusters Score -110420.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -110420.953125 Penalty: 687.634949 Iteration 25Q: 3 clusters Score -110421 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -110422.312500 Penalty: 687.634949 Iteration 26Q: 3 clusters Score -110422.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -110422.671875 Penalty: 687.634949 Iteration 27Q: 3 clusters Score -110422.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -110423.140625 Penalty: 687.634949 Iteration 28Q: 3 clusters Score -110423.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -110423.375000 Penalty: 687.634949 Iteration 29Q: 3 clusters Score -110423.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -110423.375000 Penalty: 687.634949 Iteration 30F: 3 clusters Score -110423.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Entering Unmasked Estep Score: -185122.156250 Penalty: 372.089722 Iteration 0F: 2 clusters Score -185122.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -182697.671875 Penalty: 744.179443 Iteration 0F: 3 clusters Score -182697.7 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -183589.703125 Penalty: 744.179443 Iteration 1F: 3 clusters Score -183589.7 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -183733.656250 Penalty: 744.179443 Iteration 2F: 3 clusters Score -183733.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -183906.640625 Penalty: 744.179443 Iteration 3F: 3 clusters Score -183906.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -184143.265625 Penalty: 744.179443 Iteration 4F: 3 clusters Score -184143.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -184427.015625 Penalty: 744.179443 Iteration 5F: 3 clusters Score -184427 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -184658.468750 Penalty: 744.179443 Iteration 6F: 3 clusters Score -184658.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -184772.156250 Penalty: 744.179443 Iteration 7Q: 3 clusters Score -184772.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -184857.312500 Penalty: 744.179443 Iteration 8Q: 3 clusters Score -184857.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -184935.390625 Penalty: 744.179443 Iteration 9Q: 3 clusters Score -184935.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -184989.187500 Penalty: 744.179443 Iteration 10Q: 3 clusters Score -184989.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -185048.609375 Penalty: 744.179443 Iteration 11Q: 3 clusters Score -185048.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -185107.187500 Penalty: 744.179443 Iteration 12Q: 3 clusters Score -185107.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -185160.468750 Penalty: 744.179443 Iteration 13Q: 3 clusters Score -185160.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -185200.578125 Penalty: 744.179443 Iteration 14Q: 3 clusters Score -185200.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -185221.625000 Penalty: 744.179443 Iteration 15Q: 3 clusters Score -185221.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -185232.062500 Penalty: 744.179443 Iteration 16Q: 3 clusters Score -185232.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -185238.765625 Penalty: 744.179443 Iteration 17Q: 3 clusters Score -185238.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -185241.625000 Penalty: 744.179443 Iteration 18Q: 3 clusters Score -185241.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -185243.343750 Penalty: 744.179443 Iteration 19Q: 3 clusters Score -185243.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -185244.125000 Penalty: 744.179443 Iteration 20F: 3 clusters Score -185244.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -185244.406250 Penalty: 744.179443 Iteration 21Q: 3 clusters Score -185244.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -185244.390625 Penalty: 744.179443 Iteration 22Q: 3 clusters Score -185244.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -185244.828125 Penalty: 744.179443 Iteration 23Q: 3 clusters Score -185244.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -185245.515625 Penalty: 744.179443 Iteration 24Q: 3 clusters Score -185245.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -185245.750000 Penalty: 744.179443 Iteration 25Q: 3 clusters Score -185245.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -185245.750000 Penalty: 744.179443 Iteration 26F: 3 clusters Score -185245.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5331 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118656 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23284 members Mstep: Class 13 contains 2657 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 2544 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7209 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64906 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Mstep: Class 34 contains 1017 members Entering Unmasked Estep Score: -21382382.000000 Penalty: 20006.701172 Splitting cluster 15 changes total score from -21382466.000000 to -21382382.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (1292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Entering Unmasked Estep Score: -67110.390625 Penalty: 325.959564 Iteration 0F: 2 clusters Score -67110.39 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 665 members Entering Unmasked Estep Score: -66096.257812 Penalty: 651.919128 Iteration 0F: 3 clusters Score -66096.26 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -66441.554688 Penalty: 651.919128 Iteration 1F: 3 clusters Score -66441.55 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -66514.710938 Penalty: 651.919128 Iteration 2F: 3 clusters Score -66514.71 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -66596.046875 Penalty: 651.919128 Iteration 3F: 3 clusters Score -66596.05 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -66693.203125 Penalty: 651.919128 Iteration 4F: 3 clusters Score -66693.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -66776.281250 Penalty: 651.919128 Iteration 5F: 3 clusters Score -66776.28 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -66849.898438 Penalty: 651.919128 Iteration 6F: 3 clusters Score -66849.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -66893.921875 Penalty: 651.919128 Iteration 7Q: 3 clusters Score -66893.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -66913.218750 Penalty: 651.919128 Iteration 8Q: 3 clusters Score -66913.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -66920.906250 Penalty: 651.919128 Iteration 9Q: 3 clusters Score -66920.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -66929.367188 Penalty: 651.919128 Iteration 10Q: 3 clusters Score -66929.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -66934.398438 Penalty: 651.919128 Iteration 11Q: 3 clusters Score -66934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -66936.789062 Penalty: 651.919128 Iteration 12Q: 3 clusters Score -66936.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -66940.289062 Penalty: 651.919128 Iteration 13Q: 3 clusters Score -66940.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -66943.648438 Penalty: 651.919128 Iteration 14Q: 3 clusters Score -66943.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -66947.054688 Penalty: 651.919128 Iteration 15Q: 3 clusters Score -66947.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -66949.101562 Penalty: 651.919128 Iteration 16Q: 3 clusters Score -66949.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -66949.101562 Penalty: 651.919128 Iteration 17F: 3 clusters Score -66949.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Entering Unmasked Estep Score: -1165079.500000 Penalty: 455.009369 Iteration 0F: 2 clusters Score -1165080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -1150379.000000 Penalty: 910.018738 Iteration 0F: 3 clusters Score -1150379 nChanged 10529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -1157001.875000 Penalty: 910.018738 Iteration 1F: 3 clusters Score -1157002 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1157808.125000 Penalty: 910.018738 Iteration 2F: 3 clusters Score -1157808 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1158666.625000 Penalty: 910.018738 Iteration 3F: 3 clusters Score -1158667 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1159562.500000 Penalty: 910.018738 Iteration 4F: 3 clusters Score -1159562 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -1160333.750000 Penalty: 910.018738 Iteration 5F: 3 clusters Score -1160334 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 11536 members Entering Unmasked Estep Score: -1160818.250000 Penalty: 910.018738 Iteration 6Q: 3 clusters Score -1160818 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -1160986.500000 Penalty: 910.018738 Iteration 7Q: 3 clusters Score -1160986 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -1161043.875000 Penalty: 910.018738 Iteration 8Q: 3 clusters Score -1161044 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -1161079.000000 Penalty: 910.018738 Iteration 9Q: 3 clusters Score -1161079 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -1161099.000000 Penalty: 910.018738 Iteration 10Q: 3 clusters Score -1161099 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1161114.250000 Penalty: 910.018738 Iteration 11Q: 3 clusters Score -1161114 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -1161134.375000 Penalty: 910.018738 Iteration 12Q: 3 clusters Score -1161134 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -1161156.750000 Penalty: 910.018738 Iteration 13Q: 3 clusters Score -1161157 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1161180.875000 Penalty: 910.018738 Iteration 14Q: 3 clusters Score -1161181 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -1161204.875000 Penalty: 910.018738 Iteration 15Q: 3 clusters Score -1161205 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -1161220.375000 Penalty: 910.018738 Iteration 16Q: 3 clusters Score -1161220 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -1161249.875000 Penalty: 910.018738 Iteration 17Q: 3 clusters Score -1161250 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 10957 members Entering Unmasked Estep Score: -1161276.875000 Penalty: 910.018738 Iteration 18Q: 3 clusters Score -1161277 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -1161307.750000 Penalty: 910.018738 Iteration 19Q: 3 clusters Score -1161308 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -1161348.000000 Penalty: 910.018738 Iteration 20F: 3 clusters Score -1161348 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -1161391.750000 Penalty: 910.018738 Iteration 21Q: 3 clusters Score -1161392 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 10620 members Entering Unmasked Estep Score: -1161429.375000 Penalty: 910.018738 Iteration 22Q: 3 clusters Score -1161429 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -1161491.875000 Penalty: 910.018738 Iteration 23Q: 3 clusters Score -1161492 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -1161571.375000 Penalty: 910.018738 Iteration 24Q: 3 clusters Score -1161571 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -1161635.375000 Penalty: 910.018738 Iteration 25Q: 3 clusters Score -1161635 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -1161699.375000 Penalty: 910.018738 Iteration 26Q: 3 clusters Score -1161699 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -1161766.125000 Penalty: 910.018738 Iteration 27Q: 3 clusters Score -1161766 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -1161839.625000 Penalty: 910.018738 Iteration 28Q: 3 clusters Score -1161840 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -1161946.000000 Penalty: 910.018738 Iteration 29Q: 3 clusters Score -1161946 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1162049.000000 Penalty: 910.018738 Iteration 30Q: 3 clusters Score -1162049 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -1162142.750000 Penalty: 910.018738 Iteration 31Q: 3 clusters Score -1162143 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1162222.000000 Penalty: 910.018738 Iteration 32Q: 3 clusters Score -1162222 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1162308.625000 Penalty: 910.018738 Iteration 33Q: 3 clusters Score -1162309 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -1162377.250000 Penalty: 910.018738 Iteration 34Q: 3 clusters Score -1162377 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -1162442.000000 Penalty: 910.018738 Iteration 35Q: 3 clusters Score -1162442 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -1162510.875000 Penalty: 910.018738 Iteration 36Q: 3 clusters Score -1162511 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1162585.375000 Penalty: 910.018738 Iteration 37Q: 3 clusters Score -1162585 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11745 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -1162657.750000 Penalty: 910.018738 Iteration 38Q: 3 clusters Score -1162658 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -1162719.125000 Penalty: 910.018738 Iteration 39Q: 3 clusters Score -1162719 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -1162794.000000 Penalty: 910.018738 Iteration 40F: 3 clusters Score -1162794 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -1162866.625000 Penalty: 910.018738 Iteration 41Q: 3 clusters Score -1162867 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -1162934.500000 Penalty: 910.018738 Iteration 42Q: 3 clusters Score -1162934 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -1163003.750000 Penalty: 910.018738 Iteration 43Q: 3 clusters Score -1163004 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -1163067.000000 Penalty: 910.018738 Iteration 44Q: 3 clusters Score -1163067 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -1163121.500000 Penalty: 910.018738 Iteration 45Q: 3 clusters Score -1163122 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 10555 members Entering Unmasked Estep Score: -1163166.125000 Penalty: 910.018738 Iteration 46Q: 3 clusters Score -1163166 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 10597 members Entering Unmasked Estep Score: -1163202.875000 Penalty: 910.018738 Iteration 47Q: 3 clusters Score -1163203 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 10639 members Entering Unmasked Estep Score: -1163232.125000 Penalty: 910.018738 Iteration 48Q: 3 clusters Score -1163232 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -1163259.125000 Penalty: 910.018738 Iteration 49Q: 3 clusters Score -1163259 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -1163278.125000 Penalty: 910.018738 Iteration 50Q: 3 clusters Score -1163278 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -1163290.125000 Penalty: 910.018738 Iteration 51Q: 3 clusters Score -1163290 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11185 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -1163315.125000 Penalty: 910.018738 Iteration 52Q: 3 clusters Score -1163315 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 10934 members Entering Unmasked Estep Score: -1163326.250000 Penalty: 910.018738 Iteration 53Q: 3 clusters Score -1163326 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -1163340.625000 Penalty: 910.018738 Iteration 54Q: 3 clusters Score -1163341 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -1163357.000000 Penalty: 910.018738 Iteration 55Q: 3 clusters Score -1163357 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1163367.500000 Penalty: 910.018738 Iteration 56Q: 3 clusters Score -1163368 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1163373.625000 Penalty: 910.018738 Iteration 57Q: 3 clusters Score -1163374 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1163445.250000 Penalty: 910.018738 Iteration 62Q: 3 clusters Score -1163445 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1163451.250000 Penalty: 910.018738 Iteration 63Q: 3 clusters Score -1163451 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 11974 members Entering Unmasked Estep Score: -1163464.875000 Penalty: 910.018738 Iteration 64Q: 3 clusters Score -1163465 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -1163480.250000 Penalty: 910.018738 Iteration 65Q: 3 clusters Score -1163480 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -1163495.625000 Penalty: 910.018738 Iteration 66Q: 3 clusters Score -1163496 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -1163512.500000 Penalty: 910.018738 Iteration 67Q: 3 clusters Score -1163512 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -1163523.750000 Penalty: 910.018738 Iteration 68Q: 3 clusters Score -1163524 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -1163538.750000 Penalty: 910.018738 Iteration 69Q: 3 clusters Score -1163539 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 12628 members Entering Unmasked Estep Score: -1163549.125000 Penalty: 910.018738 Iteration 70Q: 3 clusters Score -1163549 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -1163559.375000 Penalty: 910.018738 Iteration 71Q: 3 clusters Score -1163559 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -1163566.500000 Penalty: 910.018738 Iteration 72Q: 3 clusters Score -1163566 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -1163574.375000 Penalty: 910.018738 Iteration 73Q: 3 clusters Score -1163574 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 12994 members Entering Unmasked Estep Score: -1163581.875000 Penalty: 910.018738 Iteration 74Q: 3 clusters Score -1163582 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -1163586.625000 Penalty: 910.018738 Iteration 75Q: 3 clusters Score -1163587 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -1163594.750000 Penalty: 910.018738 Iteration 76Q: 3 clusters Score -1163595 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -1163604.500000 Penalty: 910.018738 Iteration 77Q: 3 clusters Score -1163604 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -1163617.000000 Penalty: 910.018738 Iteration 78Q: 3 clusters Score -1163617 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -1163622.875000 Penalty: 910.018738 Iteration 79Q: 3 clusters Score -1163623 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -1163633.250000 Penalty: 910.018738 Iteration 80F: 3 clusters Score -1163633 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -1163639.375000 Penalty: 910.018738 Iteration 81Q: 3 clusters Score -1163639 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -1163641.625000 Penalty: 910.018738 Iteration 82Q: 3 clusters Score -1163642 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 13713 members Entering Unmasked Estep Score: -1163650.750000 Penalty: 910.018738 Iteration 83Q: 3 clusters Score -1163651 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -1163657.500000 Penalty: 910.018738 Iteration 84Q: 3 clusters Score -1163658 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 13851 members Entering Unmasked Estep Score: -1163666.625000 Penalty: 910.018738 Iteration 85Q: 3 clusters Score -1163667 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 13932 members Entering Unmasked Estep Score: -1163675.000000 Penalty: 910.018738 Iteration 86Q: 3 clusters Score -1163675 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -1163680.750000 Penalty: 910.018738 Iteration 87Q: 3 clusters Score -1163681 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 14106 members Entering Unmasked Estep Score: -1163691.125000 Penalty: 910.018738 Iteration 88Q: 3 clusters Score -1163691 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 14206 members Entering Unmasked Estep Score: -1163708.125000 Penalty: 910.018738 Iteration 89Q: 3 clusters Score -1163708 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 14329 members Entering Unmasked Estep Score: -1163718.250000 Penalty: 910.018738 Iteration 90Q: 3 clusters Score -1163718 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -1163739.750000 Penalty: 910.018738 Iteration 91Q: 3 clusters Score -1163740 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 14552 members Entering Unmasked Estep Score: -1163749.000000 Penalty: 910.018738 Iteration 92Q: 3 clusters Score -1163749 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -1163765.500000 Penalty: 910.018738 Iteration 93Q: 3 clusters Score -1163766 nChanged 100 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -1163828.125000 Penalty: 910.018738 Iteration 98Q: 3 clusters Score -1163828 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -1163842.000000 Penalty: 910.018738 Iteration 99Q: 3 clusters Score -1163842 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -1163852.250000 Penalty: 910.018738 Iteration 100F: 3 clusters Score -1163852 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -1163858.875000 Penalty: 910.018738 Iteration 101Q: 3 clusters Score -1163859 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -1163863.750000 Penalty: 910.018738 Iteration 102Q: 3 clusters Score -1163864 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 15585 members Entering Unmasked Estep Score: -1163879.250000 Penalty: 910.018738 Iteration 103Q: 3 clusters Score -1163879 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -1163887.250000 Penalty: 910.018738 Iteration 104Q: 3 clusters Score -1163887 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -1163900.000000 Penalty: 910.018738 Iteration 105Q: 3 clusters 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contains 4159 members Mstep: Class 2 contains 17872 members Entering Unmasked Estep Score: -1164159.250000 Penalty: 910.018738 Iteration 137Q: 3 clusters Score -1164159 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 17936 members Entering Unmasked Estep Score: -1164165.875000 Penalty: 910.018738 Iteration 138Q: 3 clusters Score -1164166 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 18007 members Entering Unmasked Estep Score: -1164175.500000 Penalty: 910.018738 Iteration 139Q: 3 clusters Score -1164176 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 18074 members Entering Unmasked Estep Score: -1164186.500000 Penalty: 910.018738 Iteration 140F: 3 clusters Score -1164186 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -1164200.875000 Penalty: 910.018738 Iteration 141Q: 3 clusters Score -1164201 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 18210 members Entering Unmasked Estep Score: -1164212.375000 Penalty: 910.018738 Iteration 142Q: 3 clusters Score -1164212 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 18265 members Entering Unmasked Estep Score: -1164217.750000 Penalty: 910.018738 Iteration 143Q: 3 clusters Score -1164218 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 18331 members Entering Unmasked Estep Score: -1164224.875000 Penalty: 910.018738 Iteration 144Q: 3 clusters Score -1164225 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1164233.875000 Penalty: 910.018738 Iteration 145Q: 3 clusters Score -1164234 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -1164243.750000 Penalty: 910.018738 Iteration 146Q: 3 clusters Score -1164244 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 18523 members Entering Unmasked Estep Score: -1164248.750000 Penalty: 910.018738 Iteration 147Q: 3 clusters Score -1164249 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -1164255.500000 Penalty: 910.018738 Iteration 148Q: 3 clusters Score -1164256 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 18621 members Entering Unmasked Estep Score: -1164258.000000 Penalty: 910.018738 Iteration 149Q: 3 clusters Score -1164258 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 18665 members Entering Unmasked Estep Score: -1164261.750000 Penalty: 910.018738 Iteration 150Q: 3 clusters Score -1164262 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 18696 members Entering Unmasked Estep Score: -1164267.250000 Penalty: 910.018738 Iteration 151Q: 3 clusters Score -1164267 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 18726 members Entering Unmasked Estep Score: -1164269.250000 Penalty: 910.018738 Iteration 152Q: 3 clusters Score -1164269 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 18755 members Entering Unmasked Estep Score: -1164273.875000 Penalty: 910.018738 Iteration 153Q: 3 clusters Score -1164274 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -1164279.000000 Penalty: 910.018738 Iteration 154Q: 3 clusters Score -1164279 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 18829 members Entering Unmasked Estep Score: -1164284.500000 Penalty: 910.018738 Iteration 155Q: 3 clusters Score -1164284 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 18864 members Entering Unmasked Estep Score: -1164285.250000 Penalty: 910.018738 Iteration 156Q: 3 clusters Score -1164285 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 18905 members Entering Unmasked Estep Score: -1164289.500000 Penalty: 910.018738 Iteration 157Q: 3 clusters Score -1164290 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 18939 members Entering Unmasked Estep Score: -1164294.375000 Penalty: 910.018738 Iteration 158Q: 3 clusters Score -1164294 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 18970 members Entering Unmasked Estep Score: -1164298.125000 Penalty: 910.018738 Iteration 159Q: 3 clusters Score -1164298 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 19002 members Entering Unmasked Estep Score: -1164300.500000 Penalty: 910.018738 Iteration 160F: 3 clusters Score -1164300 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 19028 members Entering Unmasked Estep Score: -1164301.875000 Penalty: 910.018738 Iteration 161Q: 3 clusters Score -1164302 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 19056 members Entering Unmasked Estep Score: -1164303.250000 Penalty: 910.018738 Iteration 162Q: 3 clusters Score -1164303 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -1164307.000000 Penalty: 910.018738 Iteration 163Q: 3 clusters Score -1164307 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 19119 members Entering Unmasked Estep Score: -1164310.625000 Penalty: 910.018738 Iteration 164Q: 3 clusters Score -1164311 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 19147 members Entering Unmasked Estep Score: -1164314.625000 Penalty: 910.018738 Iteration 165Q: 3 clusters Score -1164315 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 19178 members Entering Unmasked Estep Score: -1164315.250000 Penalty: 910.018738 Iteration 166Q: 3 clusters Score -1164315 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -1164322.500000 Penalty: 910.018738 Iteration 167Q: 3 clusters Score -1164322 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -1164323.000000 Penalty: 910.018738 Iteration 168Q: 3 clusters Score -1164323 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 19265 members Entering Unmasked Estep Score: -1164328.250000 Penalty: 910.018738 Iteration 169Q: 3 clusters Score -1164328 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 19291 members Entering Unmasked Estep Score: -1164329.125000 Penalty: 910.018738 Iteration 170Q: 3 clusters Score -1164329 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -1164329.625000 Penalty: 910.018738 Iteration 171Q: 3 clusters Score -1164330 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 19329 members Entering Unmasked Estep Score: -1164333.875000 Penalty: 910.018738 Iteration 172Q: 3 clusters Score -1164334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -1164333.625000 Penalty: 910.018738 Iteration 173Q: 3 clusters Score -1164334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 19348 members Entering Unmasked Estep Score: -1164335.250000 Penalty: 910.018738 Iteration 174Q: 3 clusters Score -1164335 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 19362 members Entering Unmasked Estep Score: -1164336.750000 Penalty: 910.018738 Iteration 175Q: 3 clusters Score -1164337 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 19379 members Entering Unmasked Estep Score: -1164334.750000 Penalty: 910.018738 Iteration 176Q: 3 clusters Score -1164335 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 19400 members Entering Unmasked Estep Score: -1164336.750000 Penalty: 910.018738 Iteration 177Q: 3 clusters Score -1164337 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 19414 members Entering Unmasked Estep Score: -1164339.250000 Penalty: 910.018738 Iteration 178Q: 3 clusters Score -1164339 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -1164342.625000 Penalty: 910.018738 Iteration 179Q: 3 clusters Score -1164343 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 19451 members Entering Unmasked Estep Score: -1164344.000000 Penalty: 910.018738 Iteration 180F: 3 clusters Score -1164344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 19472 members Entering Unmasked Estep Score: -1164345.000000 Penalty: 910.018738 Iteration 181Q: 3 clusters Score -1164345 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 19503 members Entering Unmasked Estep Score: -1164352.000000 Penalty: 910.018738 Iteration 182Q: 3 clusters Score -1164352 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -1164357.125000 Penalty: 910.018738 Iteration 183Q: 3 clusters Score -1164357 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 19547 members Entering Unmasked Estep Score: -1164359.375000 Penalty: 910.018738 Iteration 184Q: 3 clusters Score -1164359 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 19575 members Entering Unmasked Estep Score: -1164359.875000 Penalty: 910.018738 Iteration 185Q: 3 clusters Score -1164360 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -1164365.125000 Penalty: 910.018738 Iteration 186Q: 3 clusters Score -1164365 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 19630 members Entering Unmasked Estep Score: -1164367.875000 Penalty: 910.018738 Iteration 187Q: 3 clusters Score -1164368 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 19661 members Entering Unmasked Estep Score: -1164372.375000 Penalty: 910.018738 Iteration 188Q: 3 clusters Score -1164372 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -1164376.625000 Penalty: 910.018738 Iteration 189Q: 3 clusters Score -1164377 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -1164377.875000 Penalty: 910.018738 Iteration 190Q: 3 clusters Score -1164378 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 19730 members Entering Unmasked Estep Score: -1164377.500000 Penalty: 910.018738 Iteration 191Q: 3 clusters Score -1164378 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 19755 members Entering Unmasked Estep Score: -1164379.500000 Penalty: 910.018738 Iteration 192Q: 3 clusters Score -1164380 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -1164383.125000 Penalty: 910.018738 Iteration 193Q: 3 clusters Score -1164383 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 19802 members Entering Unmasked Estep Score: -1164387.000000 Penalty: 910.018738 Iteration 194Q: 3 clusters Score -1164387 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -1164385.125000 Penalty: 910.018738 Iteration 195Q: 3 clusters Score -1164385 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 19836 members Entering Unmasked Estep Score: -1164391.000000 Penalty: 910.018738 Iteration 196Q: 3 clusters Score -1164391 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -1164391.750000 Penalty: 910.018738 Iteration 197Q: 3 clusters Score -1164392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 19866 members Entering Unmasked Estep Score: -1164390.250000 Penalty: 910.018738 Iteration 198Q: 3 clusters Score -1164390 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 19879 members Entering Unmasked Estep Score: -1164391.750000 Penalty: 910.018738 Iteration 199Q: 3 clusters Score -1164392 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 19900 members Entering Unmasked Estep Score: -1164391.250000 Penalty: 910.018738 Iteration 200F: 3 clusters Score -1164391 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 19918 members Entering Unmasked Estep Score: -1164394.375000 Penalty: 910.018738 Iteration 201Q: 3 clusters Score -1164394 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 19941 members Entering Unmasked Estep Score: -1164397.250000 Penalty: 910.018738 Iteration 202Q: 3 clusters Score -1164397 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 19967 members Entering Unmasked Estep Score: -1164399.375000 Penalty: 910.018738 Iteration 203Q: 3 clusters Score -1164399 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 19984 members Entering Unmasked Estep Score: -1164402.750000 Penalty: 910.018738 Iteration 204Q: 3 clusters Score -1164403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 20002 members Entering Unmasked Estep Score: -1164404.375000 Penalty: 910.018738 Iteration 205Q: 3 clusters Score -1164404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 20021 members Entering Unmasked Estep Score: -1164405.500000 Penalty: 910.018738 Iteration 206Q: 3 clusters Score -1164406 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 20040 members Entering Unmasked Estep Score: -1164406.625000 Penalty: 910.018738 Iteration 207Q: 3 clusters Score -1164407 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 20067 members Entering Unmasked Estep Score: -1164415.750000 Penalty: 910.018738 Iteration 208Q: 3 clusters Score -1164416 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 20099 members Entering Unmasked Estep Score: -1164421.375000 Penalty: 910.018738 Iteration 209Q: 3 clusters Score -1164421 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 20136 members Entering Unmasked Estep Score: -1164426.250000 Penalty: 910.018738 Iteration 210Q: 3 clusters Score -1164426 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -1164426.375000 Penalty: 910.018738 Iteration 211Q: 3 clusters Score -1164426 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 20188 members Entering Unmasked Estep Score: -1164430.375000 Penalty: 910.018738 Iteration 212Q: 3 clusters Score -1164430 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 20227 members Entering Unmasked Estep Score: -1164437.750000 Penalty: 910.018738 Iteration 213Q: 3 clusters Score -1164438 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 20260 members Entering Unmasked Estep Score: -1164444.000000 Penalty: 910.018738 Iteration 214Q: 3 clusters Score -1164444 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 20293 members Entering Unmasked Estep Score: -1164448.875000 Penalty: 910.018738 Iteration 215Q: 3 clusters Score -1164449 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 20310 members Entering Unmasked Estep Score: -1164451.625000 Penalty: 910.018738 Iteration 216Q: 3 clusters Score -1164452 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 20325 members Entering Unmasked Estep Score: -1164450.375000 Penalty: 910.018738 Iteration 217Q: 3 clusters Score -1164450 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 20339 members Entering Unmasked Estep Score: -1164452.375000 Penalty: 910.018738 Iteration 218Q: 3 clusters Score -1164452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 20353 members Entering Unmasked Estep Score: -1164451.500000 Penalty: 910.018738 Iteration 219Q: 3 clusters Score -1164452 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 20372 members Entering Unmasked Estep Score: -1164455.500000 Penalty: 910.018738 Iteration 220F: 3 clusters Score -1164456 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 20398 members Entering Unmasked Estep Score: -1164460.875000 Penalty: 910.018738 Iteration 221Q: 3 clusters Score -1164461 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 20431 members Entering Unmasked Estep Score: -1164465.875000 Penalty: 910.018738 Iteration 222Q: 3 clusters Score -1164466 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -1164470.125000 Penalty: 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Unmasked Estep Score: -1164522.500000 Penalty: 910.018738 Iteration 231Q: 3 clusters Score -1164522 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 20802 members Entering Unmasked Estep Score: -1164528.875000 Penalty: 910.018738 Iteration 232Q: 3 clusters Score -1164529 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 20846 members Entering Unmasked Estep Score: -1164541.375000 Penalty: 910.018738 Iteration 233Q: 3 clusters Score -1164541 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 20888 members Entering Unmasked Estep Score: -1164552.125000 Penalty: 910.018738 Iteration 234Q: 3 clusters Score -1164552 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -1164563.375000 Penalty: 910.018738 Iteration 235Q: 3 clusters Score -1164563 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -1164570.000000 Penalty: 910.018738 Iteration 236Q: 3 clusters Score -1164570 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -1164578.500000 Penalty: 910.018738 Iteration 237Q: 3 clusters Score -1164578 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -1164589.500000 Penalty: 910.018738 Iteration 238Q: 3 clusters Score -1164590 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 21073 members Entering Unmasked Estep Score: -1164605.625000 Penalty: 910.018738 Iteration 239Q: 3 clusters Score -1164606 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 21114 members Entering Unmasked Estep Score: -1164614.625000 Penalty: 910.018738 Iteration 240F: 3 clusters Score -1164615 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 21151 members Entering Unmasked Estep Score: -1164623.000000 Penalty: 910.018738 Iteration 241Q: 3 clusters Score -1164623 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 21186 members Entering Unmasked Estep Score: -1164633.375000 Penalty: 910.018738 Iteration 242Q: 3 clusters Score -1164633 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 21214 members Entering Unmasked Estep Score: -1164639.250000 Penalty: 910.018738 Iteration 243Q: 3 clusters Score -1164639 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 21254 members Entering Unmasked Estep Score: -1164646.875000 Penalty: 910.018738 Iteration 244Q: 3 clusters Score -1164647 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 21284 members Entering Unmasked Estep Score: -1164656.500000 Penalty: 910.018738 Iteration 245Q: 3 clusters Score -1164656 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 21310 members Entering Unmasked Estep Score: -1164662.000000 Penalty: 910.018738 Iteration 246Q: 3 clusters Score -1164662 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 21335 members Entering Unmasked Estep Score: -1164667.250000 Penalty: 910.018738 Iteration 247Q: 3 clusters Score -1164667 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -1164674.000000 Penalty: 910.018738 Iteration 248Q: 3 clusters Score -1164674 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 21375 members Entering Unmasked Estep Score: -1164678.750000 Penalty: 910.018738 Iteration 249Q: 3 clusters Score -1164679 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 21403 members Entering Unmasked Estep Score: -1164687.250000 Penalty: 910.018738 Iteration 250Q: 3 clusters Score -1164687 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 21417 members Entering Unmasked Estep Score: -1164693.625000 Penalty: 910.018738 Iteration 251Q: 3 clusters Score -1164694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 21428 members Entering Unmasked Estep Score: -1164695.625000 Penalty: 910.018738 Iteration 252Q: 3 clusters Score -1164696 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -1164699.375000 Penalty: 910.018738 Iteration 253Q: 3 clusters Score -1164699 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 21452 members Entering Unmasked Estep Score: -1164702.500000 Penalty: 910.018738 Iteration 254Q: 3 clusters Score -1164702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 21460 members Entering Unmasked Estep Score: -1164705.375000 Penalty: 910.018738 Iteration 255Q: 3 clusters Score -1164705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 21466 members Entering Unmasked Estep Score: -1164707.000000 Penalty: 910.018738 Iteration 256Q: 3 clusters Score -1164707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 21469 members Entering Unmasked Estep Score: -1164708.250000 Penalty: 910.018738 Iteration 257Q: 3 clusters Score -1164708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -1164707.250000 Penalty: 910.018738 Iteration 258Q: 3 clusters Score -1164707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 21480 members Entering Unmasked Estep Score: -1164708.500000 Penalty: 910.018738 Iteration 259Q: 3 clusters Score -1164708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 21485 members Entering Unmasked Estep Score: -1164709.625000 Penalty: 910.018738 Iteration 260F: 3 clusters Score -1164710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 21489 members Entering Unmasked Estep Score: -1164710.125000 Penalty: 910.018738 Iteration 261Q: 3 clusters Score -1164710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 21493 members Entering Unmasked Estep Score: -1164709.500000 Penalty: 910.018738 Iteration 262Q: 3 clusters Score -1164710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 21497 members Entering Unmasked Estep Score: -1164710.875000 Penalty: 910.018738 Iteration 263Q: 3 clusters Score -1164711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -1164711.500000 Penalty: 910.018738 Iteration 264Q: 3 clusters Score -1164712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 21505 members Entering Unmasked Estep Score: -1164710.875000 Penalty: 910.018738 Iteration 265Q: 3 clusters Score -1164711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 21507 members Entering Unmasked Estep Score: -1164710.875000 Penalty: 910.018738 Iteration 266Q: 3 clusters Score -1164711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 21508 members Entering Unmasked Estep Score: -1164713.000000 Penalty: 910.018738 Iteration 267Q: 3 clusters Score -1164713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -1164711.000000 Penalty: 910.018738 Iteration 268Q: 3 clusters Score -1164711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 21510 members Entering Unmasked Estep Score: -1164711.375000 Penalty: 910.018738 Iteration 269Q: 3 clusters Score -1164711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 21511 members Entering Unmasked Estep Score: -1164712.250000 Penalty: 910.018738 Iteration 270Q: 3 clusters Score -1164712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 21512 members Entering Unmasked Estep Score: -1164714.125000 Penalty: 910.018738 Iteration 271Q: 3 clusters Score -1164714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 21513 members Entering Unmasked Estep Score: -1164712.875000 Penalty: 910.018738 Iteration 272Q: 3 clusters Score -1164713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 21518 members Entering Unmasked Estep Score: -1164713.625000 Penalty: 910.018738 Iteration 273Q: 3 clusters Score -1164714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 21521 members Entering Unmasked Estep Score: -1164713.625000 Penalty: 910.018738 Iteration 274Q: 3 clusters Score -1164714 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 21525 members Entering Unmasked Estep Score: -1164714.375000 Penalty: 910.018738 Iteration 275Q: 3 clusters Score -1164714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 21532 members Entering Unmasked Estep Score: -1164715.000000 Penalty: 910.018738 Iteration 276Q: 3 clusters Score -1164715 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -1164716.500000 Penalty: 910.018738 Iteration 277Q: 3 clusters Score -1164716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 21538 members Entering Unmasked Estep Score: -1164716.875000 Penalty: 910.018738 Iteration 278Q: 3 clusters Score -1164717 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 21540 members Entering Unmasked Estep Score: -1164717.375000 Penalty: 910.018738 Iteration 279Q: 3 clusters Score -1164717 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 21540 members Entering Unmasked Estep Score: -1164717.375000 Penalty: 910.018738 Iteration 280F: 3 clusters Score -1164717 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Entering Unmasked Estep Score: -58974.144531 Penalty: 328.825592 Iteration 0F: 2 clusters Score -58974.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -57948.152344 Penalty: 657.651184 Iteration 0F: 3 clusters Score -57948.15 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -58378.515625 Penalty: 657.651184 Iteration 1F: 3 clusters Score -58378.52 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -58492.480469 Penalty: 657.651184 Iteration 2F: 3 clusters Score -58492.48 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -58565.902344 Penalty: 657.651184 Iteration 3F: 3 clusters Score -58565.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -58594.070312 Penalty: 657.651184 Iteration 4Q: 3 clusters Score -58594.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -58617.472656 Penalty: 657.651184 Iteration 5Q: 3 clusters Score -58617.47 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -58639.812500 Penalty: 657.651184 Iteration 6Q: 3 clusters Score -58639.81 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -58667.691406 Penalty: 657.651184 Iteration 7Q: 3 clusters Score -58667.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -58690.726562 Penalty: 657.651184 Iteration 8Q: 3 clusters Score -58690.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -58700.566406 Penalty: 657.651184 Iteration 9Q: 3 clusters Score -58700.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -58703.230469 Penalty: 657.651184 Iteration 10Q: 3 clusters Score -58703.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58704.656250 Penalty: 657.651184 Iteration 11Q: 3 clusters Score -58704.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58706.507812 Penalty: 657.651184 Iteration 12Q: 3 clusters Score -58706.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58707.730469 Penalty: 657.651184 Iteration 13Q: 3 clusters Score -58707.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -58708.988281 Penalty: 657.651184 Iteration 14Q: 3 clusters Score -58708.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -58709.664062 Penalty: 657.651184 Iteration 15Q: 3 clusters Score -58709.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -58710.089844 Penalty: 657.651184 Iteration 16Q: 3 clusters Score -58710.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58710.144531 Penalty: 657.651184 Iteration 17Q: 3 clusters Score -58710.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58710.144531 Penalty: 657.651184 Iteration 18F: 3 clusters Score -58710.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -36594.722656 Penalty: 295.945099 Iteration 0F: 2 clusters Score -36594.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -35989.222656 Penalty: 591.890198 Iteration 0F: 3 clusters Score -35989.22 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -36156.207031 Penalty: 591.890198 Iteration 1F: 3 clusters Score -36156.21 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -36193.289062 Penalty: 591.890198 Iteration 2F: 3 clusters Score -36193.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -36213.851562 Penalty: 591.890198 Iteration 3Q: 3 clusters Score -36213.85 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36231.828125 Penalty: 591.890198 Iteration 4Q: 3 clusters Score -36231.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36246.644531 Penalty: 591.890198 Iteration 5Q: 3 clusters Score -36246.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -36257.675781 Penalty: 591.890198 Iteration 6Q: 3 clusters Score -36257.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -36268.628906 Penalty: 591.890198 Iteration 7Q: 3 clusters Score -36268.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -36286.593750 Penalty: 591.890198 Iteration 8Q: 3 clusters Score -36286.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -36298.062500 Penalty: 591.890198 Iteration 9Q: 3 clusters Score -36298.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -36310.410156 Penalty: 591.890198 Iteration 10Q: 3 clusters Score -36310.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -36319.347656 Penalty: 591.890198 Iteration 11Q: 3 clusters Score -36319.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -36329.363281 Penalty: 591.890198 Iteration 12Q: 3 clusters Score -36329.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -36333.953125 Penalty: 591.890198 Iteration 13Q: 3 clusters Score -36333.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -36337.992188 Penalty: 591.890198 Iteration 14Q: 3 clusters Score -36337.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -36341.042969 Penalty: 591.890198 Iteration 15Q: 3 clusters Score -36341.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -36342.453125 Penalty: 591.890198 Iteration 16Q: 3 clusters Score -36342.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -36342.453125 Penalty: 591.890198 Iteration 17F: 3 clusters Score -36342.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Entering Unmasked Estep Score: -1450978.125000 Penalty: 462.209015 Iteration 0F: 2 clusters Score -1450978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -1433621.125000 Penalty: 924.418030 Iteration 0F: 3 clusters Score -1433621 nChanged 12310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -1440837.750000 Penalty: 924.418030 Iteration 1F: 3 clusters Score -1440838 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15356 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -1441511.750000 Penalty: 924.418030 Iteration 2F: 3 clusters Score -1441512 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16585 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -1442583.375000 Penalty: 924.418030 Iteration 3F: 3 clusters Score -1442583 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18099 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -1444102.750000 Penalty: 924.418030 Iteration 4F: 3 clusters Score -1444103 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19657 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -1445739.750000 Penalty: 924.418030 Iteration 5F: 3 clusters Score -1445740 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20925 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1447051.500000 Penalty: 924.418030 Iteration 6F: 3 clusters Score -1447052 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21903 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1447944.500000 Penalty: 924.418030 Iteration 7Q: 3 clusters Score -1447944 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22635 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1448501.375000 Penalty: 924.418030 Iteration 8Q: 3 clusters Score -1448501 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1448877.750000 Penalty: 924.418030 Iteration 9Q: 3 clusters Score -1448878 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23770 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1449206.750000 Penalty: 924.418030 Iteration 10Q: 3 clusters Score -1449207 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24205 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -1449493.000000 Penalty: 924.418030 Iteration 11Q: 3 clusters Score -1449493 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24596 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1449772.625000 Penalty: 924.418030 Iteration 12Q: 3 clusters Score -1449773 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24935 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1450009.625000 Penalty: 924.418030 Iteration 13Q: 3 clusters Score -1450010 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25204 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1450214.625000 Penalty: 924.418030 Iteration 14Q: 3 clusters Score -1450215 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25393 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1450347.625000 Penalty: 924.418030 Iteration 15Q: 3 clusters Score -1450348 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25514 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1450441.125000 Penalty: 924.418030 Iteration 16Q: 3 clusters Score -1450441 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25581 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1450490.750000 Penalty: 924.418030 Iteration 17Q: 3 clusters Score -1450491 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25612 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1450519.250000 Penalty: 924.418030 Iteration 18Q: 3 clusters Score -1450519 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25635 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1450535.500000 Penalty: 924.418030 Iteration 19Q: 3 clusters Score -1450536 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25654 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -1450553.375000 Penalty: 924.418030 Iteration 20F: 3 clusters Score -1450553 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25662 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -1450562.375000 Penalty: 924.418030 Iteration 21Q: 3 clusters Score -1450562 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25670 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1450565.875000 Penalty: 924.418030 Iteration 22Q: 3 clusters Score -1450566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1450572.000000 Penalty: 924.418030 Iteration 23Q: 3 clusters Score -1450572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25684 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -1450575.125000 Penalty: 924.418030 Iteration 24Q: 3 clusters Score -1450575 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25684 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -1450575.125000 Penalty: 924.418030 Iteration 25F: 3 clusters Score -1450575 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Entering Unmasked Estep Score: -367078.031250 Penalty: 404.180389 Iteration 0F: 2 clusters Score -367078 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -362248.281250 Penalty: 808.360779 Iteration 0F: 3 clusters Score -362248.3 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -364081.093750 Penalty: 808.360779 Iteration 1F: 3 clusters Score -364081.1 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -364241.000000 Penalty: 808.360779 Iteration 2F: 3 clusters Score -364241 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -364418.000000 Penalty: 808.360779 Iteration 3F: 3 clusters Score -364418 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -364654.625000 Penalty: 808.360779 Iteration 4F: 3 clusters Score -364654.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -364937.656250 Penalty: 808.360779 Iteration 5F: 3 clusters Score -364937.7 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -365268.031250 Penalty: 808.360779 Iteration 6F: 3 clusters Score -365268 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -365610.250000 Penalty: 808.360779 Iteration 7F: 3 clusters Score -365610.2 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -365929.437500 Penalty: 808.360779 Iteration 8F: 3 clusters Score -365929.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -366172.562500 Penalty: 808.360779 Iteration 9Q: 3 clusters Score -366172.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -366357.218750 Penalty: 808.360779 Iteration 10Q: 3 clusters Score -366357.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -366477.500000 Penalty: 808.360779 Iteration 11Q: 3 clusters Score -366477.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -366549.406250 Penalty: 808.360779 Iteration 12Q: 3 clusters Score -366549.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -366610.562500 Penalty: 808.360779 Iteration 13Q: 3 clusters Score -366610.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -366647.531250 Penalty: 808.360779 Iteration 14Q: 3 clusters Score -366647.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -366671.281250 Penalty: 808.360779 Iteration 15Q: 3 clusters Score -366671.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -366685.281250 Penalty: 808.360779 Iteration 16Q: 3 clusters Score -366685.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -366694.281250 Penalty: 808.360779 Iteration 17Q: 3 clusters Score -366694.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -366698.031250 Penalty: 808.360779 Iteration 18Q: 3 clusters Score -366698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -366700.687500 Penalty: 808.360779 Iteration 19Q: 3 clusters Score -366700.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -366703.562500 Penalty: 808.360779 Iteration 20F: 3 clusters Score -366703.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -366705.031250 Penalty: 808.360779 Iteration 21Q: 3 clusters Score -366705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -366706.937500 Penalty: 808.360779 Iteration 22Q: 3 clusters Score -366706.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -366708.656250 Penalty: 808.360779 Iteration 23Q: 3 clusters Score -366708.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -366709.156250 Penalty: 808.360779 Iteration 24Q: 3 clusters Score -366709.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -366709.500000 Penalty: 808.360779 Iteration 25Q: 3 clusters Score -366709.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -366709.500000 Penalty: 808.360779 Iteration 26Q: 3 clusters Score -366709.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -366710.062500 Penalty: 808.360779 Iteration 27Q: 3 clusters Score -366710.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -366709.968750 Penalty: 808.360779 Iteration 28Q: 3 clusters Score -366710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -366711.187500 Penalty: 808.360779 Iteration 29Q: 3 clusters Score -366711.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -366713.125000 Penalty: 808.360779 Iteration 30Q: 3 clusters Score -366713.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -366716.781250 Penalty: 808.360779 Iteration 31Q: 3 clusters Score -366716.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -366720.812500 Penalty: 808.360779 Iteration 32Q: 3 clusters Score -366720.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -366725.406250 Penalty: 808.360779 Iteration 33Q: 3 clusters Score -366725.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -366727.906250 Penalty: 808.360779 Iteration 34Q: 3 clusters Score -366727.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -366732.218750 Penalty: 808.360779 Iteration 35Q: 3 clusters Score -366732.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -366738.062500 Penalty: 808.360779 Iteration 36Q: 3 clusters Score -366738.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -366742.250000 Penalty: 808.360779 Iteration 37Q: 3 clusters Score -366742.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -366746.312500 Penalty: 808.360779 Iteration 38Q: 3 clusters Score -366746.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -366749.218750 Penalty: 808.360779 Iteration 39Q: 3 clusters Score -366749.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -366753.937500 Penalty: 808.360779 Iteration 40F: 3 clusters Score -366753.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -366759.218750 Penalty: 808.360779 Iteration 41Q: 3 clusters Score -366759.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -366762.281250 Penalty: 808.360779 Iteration 42Q: 3 clusters Score -366762.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -366762.218750 Penalty: 808.360779 Iteration 43Q: 3 clusters Score -366762.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -366762.218750 Penalty: 808.360779 Iteration 44F: 3 clusters Score -366762.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Entering Unmasked Estep Score: -246511.828125 Penalty: 384.571503 Iteration 0F: 2 clusters Score -246511.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -243305.750000 Penalty: 769.143005 Iteration 0F: 3 clusters Score -243305.8 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -244573.484375 Penalty: 769.143005 Iteration 1F: 3 clusters Score -244573.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -244815.859375 Penalty: 769.143005 Iteration 2F: 3 clusters Score -244815.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -245067.656250 Penalty: 769.143005 Iteration 3F: 3 clusters Score -245067.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -245319.296875 Penalty: 769.143005 Iteration 4F: 3 clusters Score -245319.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -245501.875000 Penalty: 769.143005 Iteration 5F: 3 clusters Score -245501.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -245616.406250 Penalty: 769.143005 Iteration 6Q: 3 clusters Score -245616.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -245698.906250 Penalty: 769.143005 Iteration 7Q: 3 clusters Score -245698.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -245750.703125 Penalty: 769.143005 Iteration 8Q: 3 clusters Score -245750.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -245788.171875 Penalty: 769.143005 Iteration 9Q: 3 clusters Score -245788.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -245810.953125 Penalty: 769.143005 Iteration 10Q: 3 clusters Score -245811 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -245821.531250 Penalty: 769.143005 Iteration 11Q: 3 clusters Score -245821.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -245832.015625 Penalty: 769.143005 Iteration 12Q: 3 clusters Score -245832 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -245840.515625 Penalty: 769.143005 Iteration 13Q: 3 clusters Score -245840.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -245848.546875 Penalty: 769.143005 Iteration 14Q: 3 clusters Score -245848.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -245855.390625 Penalty: 769.143005 Iteration 15Q: 3 clusters Score -245855.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -245862.421875 Penalty: 769.143005 Iteration 16Q: 3 clusters Score -245862.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -245869.375000 Penalty: 769.143005 Iteration 17Q: 3 clusters Score -245869.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -245873.468750 Penalty: 769.143005 Iteration 18Q: 3 clusters Score -245873.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -245878.562500 Penalty: 769.143005 Iteration 19Q: 3 clusters Score -245878.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -245884.437500 Penalty: 769.143005 Iteration 20F: 3 clusters Score -245884.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -245893.140625 Penalty: 769.143005 Iteration 21Q: 3 clusters Score -245893.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -245899.546875 Penalty: 769.143005 Iteration 22Q: 3 clusters Score -245899.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -245906.687500 Penalty: 769.143005 Iteration 23Q: 3 clusters Score -245906.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -245917.187500 Penalty: 769.143005 Iteration 24Q: 3 clusters Score -245917.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -245926.859375 Penalty: 769.143005 Iteration 25Q: 3 clusters Score -245926.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -245932.406250 Penalty: 769.143005 Iteration 26Q: 3 clusters Score -245932.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -245938.781250 Penalty: 769.143005 Iteration 27Q: 3 clusters Score -245938.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -245944.312500 Penalty: 769.143005 Iteration 28Q: 3 clusters Score -245944.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -245949.609375 Penalty: 769.143005 Iteration 29Q: 3 clusters Score -245949.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -245952.812500 Penalty: 769.143005 Iteration 30Q: 3 clusters Score -245952.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -245956.296875 Penalty: 769.143005 Iteration 31Q: 3 clusters Score -245956.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -245960.187500 Penalty: 769.143005 Iteration 32Q: 3 clusters Score -245960.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -245963.890625 Penalty: 769.143005 Iteration 33Q: 3 clusters Score -245963.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -245968.218750 Penalty: 769.143005 Iteration 34Q: 3 clusters Score -245968.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -245974.718750 Penalty: 769.143005 Iteration 35Q: 3 clusters Score -245974.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -245982.156250 Penalty: 769.143005 Iteration 36Q: 3 clusters Score -245982.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -245989.734375 Penalty: 769.143005 Iteration 37Q: 3 clusters Score -245989.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -245994.265625 Penalty: 769.143005 Iteration 38Q: 3 clusters Score -245994.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -245999.437500 Penalty: 769.143005 Iteration 39Q: 3 clusters Score -245999.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -246007.328125 Penalty: 769.143005 Iteration 40F: 3 clusters Score -246007.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -246015.796875 Penalty: 769.143005 Iteration 41Q: 3 clusters Score -246015.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -246019.828125 Penalty: 769.143005 Iteration 42Q: 3 clusters Score -246019.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -246023.375000 Penalty: 769.143005 Iteration 43Q: 3 clusters Score -246023.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -246029.015625 Penalty: 769.143005 Iteration 44Q: 3 clusters Score -246029 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -246037.671875 Penalty: 769.143005 Iteration 45Q: 3 clusters Score -246037.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -246045.265625 Penalty: 769.143005 Iteration 46Q: 3 clusters Score -246045.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -246051.390625 Penalty: 769.143005 Iteration 47Q: 3 clusters Score -246051.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -246054.546875 Penalty: 769.143005 Iteration 48Q: 3 clusters Score -246054.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -246058.625000 Penalty: 769.143005 Iteration 49Q: 3 clusters Score -246058.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -246063.734375 Penalty: 769.143005 Iteration 50Q: 3 clusters Score -246063.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -246069.046875 Penalty: 769.143005 Iteration 51Q: 3 clusters Score -246069 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -246075.265625 Penalty: 769.143005 Iteration 52Q: 3 clusters Score -246075.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -246081.375000 Penalty: 769.143005 Iteration 53Q: 3 clusters Score -246081.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -246086.296875 Penalty: 769.143005 Iteration 54Q: 3 clusters Score -246086.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -246089.500000 Penalty: 769.143005 Iteration 55Q: 3 clusters Score -246089.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -246092.656250 Penalty: 769.143005 Iteration 56Q: 3 clusters Score -246092.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -246094.500000 Penalty: 769.143005 Iteration 57Q: 3 clusters Score -246094.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -246096.609375 Penalty: 769.143005 Iteration 58Q: 3 clusters Score -246096.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -246096.640625 Penalty: 769.143005 Iteration 59Q: 3 clusters Score -246096.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -246097.781250 Penalty: 769.143005 Iteration 60F: 3 clusters Score -246097.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -246098.125000 Penalty: 769.143005 Iteration 61Q: 3 clusters Score -246098.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -246098.812500 Penalty: 769.143005 Iteration 62Q: 3 clusters Score -246098.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -246098.437500 Penalty: 769.143005 Iteration 63Q: 3 clusters Score -246098.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -246099.093750 Penalty: 769.143005 Iteration 64Q: 3 clusters Score -246099.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -246099.828125 Penalty: 769.143005 Iteration 65Q: 3 clusters Score -246099.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -246100.234375 Penalty: 769.143005 Iteration 66Q: 3 clusters Score -246100.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -246100.750000 Penalty: 769.143005 Iteration 67Q: 3 clusters Score -246100.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -246101.890625 Penalty: 769.143005 Iteration 68Q: 3 clusters Score -246101.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -246104.906250 Penalty: 769.143005 Iteration 69Q: 3 clusters Score -246104.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -246106.984375 Penalty: 769.143005 Iteration 70Q: 3 clusters Score -246107 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -246111.906250 Penalty: 769.143005 Iteration 71Q: 3 clusters Score -246111.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -246119.953125 Penalty: 769.143005 Iteration 72Q: 3 clusters Score -246120 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -246128.921875 Penalty: 769.143005 Iteration 73Q: 3 clusters Score -246128.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -246135.484375 Penalty: 769.143005 Iteration 74Q: 3 clusters Score -246135.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -246144.640625 Penalty: 769.143005 Iteration 75Q: 3 clusters Score -246144.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -246154.796875 Penalty: 769.143005 Iteration 76Q: 3 clusters Score -246154.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -246169.937500 Penalty: 769.143005 Iteration 77Q: 3 clusters Score -246169.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -246185.703125 Penalty: 769.143005 Iteration 78Q: 3 clusters Score -246185.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -246200.000000 Penalty: 769.143005 Iteration 79Q: 3 clusters Score -246200 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -246207.984375 Penalty: 769.143005 Iteration 80F: 3 clusters Score -246208 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -246213.968750 Penalty: 769.143005 Iteration 81Q: 3 clusters Score -246214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -246223.968750 Penalty: 769.143005 Iteration 82Q: 3 clusters Score -246224 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -246235.062500 Penalty: 769.143005 Iteration 83Q: 3 clusters Score -246235.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -246250.937500 Penalty: 769.143005 Iteration 84Q: 3 clusters Score -246250.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -246261.484375 Penalty: 769.143005 Iteration 85Q: 3 clusters Score -246261.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -246267.156250 Penalty: 769.143005 Iteration 86Q: 3 clusters Score -246267.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -246272.375000 Penalty: 769.143005 Iteration 87Q: 3 clusters Score -246272.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -246275.781250 Penalty: 769.143005 Iteration 88Q: 3 clusters Score -246275.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -246279.562500 Penalty: 769.143005 Iteration 89Q: 3 clusters Score -246279.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -246284.515625 Penalty: 769.143005 Iteration 90Q: 3 clusters Score -246284.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -246292.875000 Penalty: 769.143005 Iteration 91Q: 3 clusters Score -246292.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -246296.515625 Penalty: 769.143005 Iteration 92Q: 3 clusters Score -246296.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -246299.156250 Penalty: 769.143005 Iteration 93Q: 3 clusters Score -246299.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -246300.031250 Penalty: 769.143005 Iteration 94Q: 3 clusters Score -246300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -246301.781250 Penalty: 769.143005 Iteration 95Q: 3 clusters Score -246301.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -246303.000000 Penalty: 769.143005 Iteration 96Q: 3 clusters Score -246303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -246305.312500 Penalty: 769.143005 Iteration 97Q: 3 clusters Score -246305.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -246307.140625 Penalty: 769.143005 Iteration 98Q: 3 clusters Score -246307.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -246307.562500 Penalty: 769.143005 Iteration 99Q: 3 clusters Score -246307.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -246308.796875 Penalty: 769.143005 Iteration 100F: 3 clusters Score -246308.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -246308.828125 Penalty: 769.143005 Iteration 101Q: 3 clusters Score -246308.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -246308.828125 Penalty: 769.143005 Iteration 102F: 3 clusters Score -246308.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (64906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64906 members Entering Unmasked Estep Score: -3554072.250000 Penalty: 504.171631 Iteration 0F: 2 clusters Score -3554072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32419 members Mstep: Class 2 contains 32487 members Entering Unmasked Estep Score: -3510538.250000 Penalty: 1008.343262 Iteration 0F: 3 clusters Score -3510538 nChanged 31383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32022 members Mstep: Class 2 contains 32884 members Entering Unmasked Estep Score: -3531121.250000 Penalty: 1008.343262 Iteration 1F: 3 clusters Score -3531121 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31826 members Mstep: Class 2 contains 33080 members Entering Unmasked Estep Score: -3534191.250000 Penalty: 1008.343262 Iteration 2F: 3 clusters Score -3534191 nChanged 4835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31513 members Mstep: Class 2 contains 33393 members Entering Unmasked Estep Score: -3538348.750000 Penalty: 1008.343262 Iteration 3F: 3 clusters Score -3538349 nChanged 4756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 33679 members Entering Unmasked Estep Score: -3541721.250000 Penalty: 1008.343262 Iteration 4F: 3 clusters Score -3541721 nChanged 3427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31012 members Mstep: Class 2 contains 33894 members Entering Unmasked Estep Score: -3543302.250000 Penalty: 1008.343262 Iteration 5F: 3 clusters Score -3543302 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30799 members Mstep: Class 2 contains 34107 members Entering Unmasked Estep Score: -3543748.500000 Penalty: 1008.343262 Iteration 6Q: 3 clusters Score -3543748 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30645 members Mstep: Class 2 contains 34261 members Entering Unmasked Estep Score: -3543901.500000 Penalty: 1008.343262 Iteration 7Q: 3 clusters Score -3543902 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30475 members Mstep: Class 2 contains 34431 members Entering Unmasked Estep Score: -3543991.500000 Penalty: 1008.343262 Iteration 8Q: 3 clusters Score -3543992 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30282 members Mstep: Class 2 contains 34624 members Entering Unmasked Estep Score: -3544064.750000 Penalty: 1008.343262 Iteration 9Q: 3 clusters Score -3544065 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30091 members Mstep: Class 2 contains 34815 members Entering Unmasked Estep Score: -3544116.500000 Penalty: 1008.343262 Iteration 10Q: 3 clusters Score -3544116 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29895 members Mstep: Class 2 contains 35011 members Entering Unmasked Estep Score: -3544184.750000 Penalty: 1008.343262 Iteration 11Q: 3 clusters Score -3544185 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29659 members Mstep: Class 2 contains 35247 members Entering Unmasked Estep Score: -3544235.750000 Penalty: 1008.343262 Iteration 12Q: 3 clusters Score -3544236 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29346 members Mstep: Class 2 contains 35560 members Entering Unmasked Estep Score: -3544326.000000 Penalty: 1008.343262 Iteration 13Q: 3 clusters Score -3544326 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29002 members Mstep: Class 2 contains 35904 members Entering Unmasked Estep Score: -3544411.250000 Penalty: 1008.343262 Iteration 14Q: 3 clusters Score -3544411 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28612 members Mstep: Class 2 contains 36294 members Entering Unmasked Estep Score: -3544504.000000 Penalty: 1008.343262 Iteration 15Q: 3 clusters Score -3544504 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28176 members Mstep: Class 2 contains 36730 members Entering Unmasked Estep Score: -3544580.250000 Penalty: 1008.343262 Iteration 16Q: 3 clusters Score -3544580 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27705 members Mstep: Class 2 contains 37201 members Entering Unmasked Estep Score: -3544687.750000 Penalty: 1008.343262 Iteration 17Q: 3 clusters Score -3544688 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 37728 members Entering Unmasked Estep Score: -3544795.500000 Penalty: 1008.343262 Iteration 18Q: 3 clusters Score -3544796 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26543 members Mstep: Class 2 contains 38363 members Entering Unmasked Estep Score: -3544923.250000 Penalty: 1008.343262 Iteration 19Q: 3 clusters Score -3544923 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25809 members Mstep: Class 2 contains 39097 members Entering Unmasked Estep Score: -3545102.750000 Penalty: 1008.343262 Iteration 20F: 3 clusters Score -3545103 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25009 members Mstep: Class 2 contains 39897 members Entering Unmasked Estep Score: -3545299.500000 Penalty: 1008.343262 Iteration 21Q: 3 clusters Score -3545300 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24127 members Mstep: Class 2 contains 40779 members Entering Unmasked Estep Score: -3545563.250000 Penalty: 1008.343262 Iteration 22Q: 3 clusters Score -3545563 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23154 members Mstep: Class 2 contains 41752 members Entering Unmasked Estep Score: -3545835.250000 Penalty: 1008.343262 Iteration 23Q: 3 clusters Score -3545835 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 42783 members Entering Unmasked Estep Score: -3546169.250000 Penalty: 1008.343262 Iteration 24Q: 3 clusters Score -3546169 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 43864 members Entering Unmasked Estep Score: -3546578.500000 Penalty: 1008.343262 Iteration 25Q: 3 clusters Score -3546578 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 45066 members Entering Unmasked Estep Score: -3547007.500000 Penalty: 1008.343262 Iteration 26Q: 3 clusters Score -3547008 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 46330 members Entering Unmasked Estep Score: -3547511.750000 Penalty: 1008.343262 Iteration 27Q: 3 clusters Score -3547512 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 47582 members Entering Unmasked Estep Score: -3548067.000000 Penalty: 1008.343262 Iteration 28Q: 3 clusters Score -3548067 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 48862 members Entering Unmasked Estep Score: -3548619.750000 Penalty: 1008.343262 Iteration 29Q: 3 clusters Score -3548620 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 50144 members Entering Unmasked Estep Score: -3549238.250000 Penalty: 1008.343262 Iteration 30Q: 3 clusters Score -3549238 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13533 members Mstep: Class 2 contains 51373 members Entering Unmasked Estep Score: -3549856.250000 Penalty: 1008.343262 Iteration 31Q: 3 clusters Score -3549856 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 52573 members Entering Unmasked Estep Score: -3550457.000000 Penalty: 1008.343262 Iteration 32Q: 3 clusters Score -3550457 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 53668 members Entering Unmasked Estep Score: -3550961.500000 Penalty: 1008.343262 Iteration 33Q: 3 clusters Score -3550962 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 54651 members Entering Unmasked Estep Score: -3551448.500000 Penalty: 1008.343262 Iteration 34Q: 3 clusters Score -3551448 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 55552 members Entering Unmasked Estep Score: -3551883.250000 Penalty: 1008.343262 Iteration 35Q: 3 clusters Score -3551883 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 56339 members Entering Unmasked Estep Score: -3552228.750000 Penalty: 1008.343262 Iteration 36Q: 3 clusters Score -3552229 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 57020 members Entering Unmasked Estep Score: -3552485.000000 Penalty: 1008.343262 Iteration 37Q: 3 clusters Score -3552485 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 57634 members Entering Unmasked Estep Score: -3552694.000000 Penalty: 1008.343262 Iteration 38Q: 3 clusters Score -3552694 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 58182 members Entering Unmasked Estep Score: -3552879.500000 Penalty: 1008.343262 Iteration 39Q: 3 clusters Score -3552880 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 58656 members Entering Unmasked Estep Score: -3553070.250000 Penalty: 1008.343262 Iteration 40F: 3 clusters Score -3553070 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 59132 members Entering Unmasked Estep Score: -3553238.000000 Penalty: 1008.343262 Iteration 41Q: 3 clusters Score -3553238 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 59546 members Entering Unmasked Estep Score: -3553372.500000 Penalty: 1008.343262 Iteration 42Q: 3 clusters Score -3553372 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 59937 members Entering Unmasked Estep Score: -3553476.750000 Penalty: 1008.343262 Iteration 43Q: 3 clusters Score -3553477 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 60271 members Entering Unmasked Estep Score: -3553569.500000 Penalty: 1008.343262 Iteration 44Q: 3 clusters Score -3553570 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 60564 members Entering Unmasked Estep Score: -3553632.750000 Penalty: 1008.343262 Iteration 45Q: 3 clusters Score -3553633 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 60843 members Entering Unmasked Estep Score: -3553696.750000 Penalty: 1008.343262 Iteration 46Q: 3 clusters Score -3553697 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 61085 members Entering Unmasked Estep Score: -3553747.000000 Penalty: 1008.343262 Iteration 47Q: 3 clusters Score -3553747 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 61320 members Entering Unmasked Estep Score: -3553814.000000 Penalty: 1008.343262 Iteration 48Q: 3 clusters Score -3553814 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 61513 members Entering Unmasked Estep Score: -3553846.250000 Penalty: 1008.343262 Iteration 49Q: 3 clusters Score -3553846 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 61665 members Entering Unmasked Estep Score: -3553875.750000 Penalty: 1008.343262 Iteration 50Q: 3 clusters Score -3553876 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 61833 members Entering Unmasked Estep Score: -3553920.750000 Penalty: 1008.343262 Iteration 51Q: 3 clusters Score -3553921 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 61982 members Entering Unmasked Estep Score: -3553948.750000 Penalty: 1008.343262 Iteration 52Q: 3 clusters Score -3553949 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 62100 members Entering Unmasked Estep Score: -3553965.000000 Penalty: 1008.343262 Iteration 53Q: 3 clusters Score -3553965 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 62202 members Entering Unmasked Estep Score: -3553986.250000 Penalty: 1008.343262 Iteration 54Q: 3 clusters Score -3553986 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 62311 members Entering Unmasked Estep Score: -3553990.500000 Penalty: 1008.343262 Iteration 55Q: 3 clusters Score -3553990 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 62411 members Entering Unmasked Estep Score: -3554006.500000 Penalty: 1008.343262 Iteration 56Q: 3 clusters Score -3554006 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 62499 members Entering Unmasked Estep Score: -3554010.000000 Penalty: 1008.343262 Iteration 57Q: 3 clusters Score -3554010 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 62589 members Entering Unmasked Estep Score: -3554028.000000 Penalty: 1008.343262 Iteration 58Q: 3 clusters Score -3554028 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 62678 members Entering Unmasked Estep Score: -3554054.250000 Penalty: 1008.343262 Iteration 59Q: 3 clusters Score -3554054 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 62766 members Entering Unmasked Estep Score: -3554060.750000 Penalty: 1008.343262 Iteration 60F: 3 clusters Score -3554061 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 62836 members Entering Unmasked Estep Score: -3554069.750000 Penalty: 1008.343262 Iteration 61Q: 3 clusters Score -3554070 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 62894 members Entering Unmasked Estep Score: -3554077.500000 Penalty: 1008.343262 Iteration 62Q: 3 clusters Score -3554078 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 62950 members Entering Unmasked Estep Score: -3554083.500000 Penalty: 1008.343262 Iteration 63Q: 3 clusters Score -3554084 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 62996 members Entering Unmasked Estep Score: -3554082.000000 Penalty: 1008.343262 Iteration 64Q: 3 clusters Score -3554082 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 63041 members Entering Unmasked Estep Score: -3554087.500000 Penalty: 1008.343262 Iteration 65Q: 3 clusters Score -3554088 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 63077 members Entering Unmasked Estep Score: -3554095.000000 Penalty: 1008.343262 Iteration 66Q: 3 clusters Score -3554095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 63093 members Entering Unmasked Estep Score: -3554096.000000 Penalty: 1008.343262 Iteration 67Q: 3 clusters Score -3554096 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 63116 members Entering Unmasked Estep Score: -3554097.750000 Penalty: 1008.343262 Iteration 68Q: 3 clusters Score -3554098 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 63137 members Entering Unmasked Estep Score: -3554096.750000 Penalty: 1008.343262 Iteration 69Q: 3 clusters Score -3554097 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 63159 members Entering Unmasked Estep Score: -3554095.250000 Penalty: 1008.343262 Iteration 70Q: 3 clusters Score -3554095 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 63174 members Entering Unmasked Estep Score: -3554097.250000 Penalty: 1008.343262 Iteration 71Q: 3 clusters Score -3554097 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 63193 members Entering Unmasked Estep Score: -3554096.750000 Penalty: 1008.343262 Iteration 72Q: 3 clusters Score -3554097 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 63210 members Entering Unmasked Estep Score: -3554096.750000 Penalty: 1008.343262 Iteration 73Q: 3 clusters Score -3554097 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 63225 members Entering Unmasked Estep Score: -3554098.250000 Penalty: 1008.343262 Iteration 74Q: 3 clusters Score -3554098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 63240 members Entering Unmasked Estep Score: -3554101.000000 Penalty: 1008.343262 Iteration 75Q: 3 clusters Score -3554101 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 63251 members Entering Unmasked Estep Score: -3554099.250000 Penalty: 1008.343262 Iteration 76Q: 3 clusters Score -3554099 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 63261 members Entering Unmasked Estep Score: -3554099.000000 Penalty: 1008.343262 Iteration 77Q: 3 clusters Score -3554099 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 63272 members Entering Unmasked Estep Score: -3554103.750000 Penalty: 1008.343262 Iteration 78Q: 3 clusters Score -3554104 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 63284 members Entering Unmasked Estep Score: -3554108.500000 Penalty: 1008.343262 Iteration 79Q: 3 clusters Score -3554108 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 63295 members Entering Unmasked Estep Score: -3554112.500000 Penalty: 1008.343262 Iteration 80F: 3 clusters Score -3554112 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 63306 members Entering Unmasked Estep Score: -3554113.500000 Penalty: 1008.343262 Iteration 81Q: 3 clusters Score -3554114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 63312 members Entering Unmasked Estep Score: -3554115.000000 Penalty: 1008.343262 Iteration 82Q: 3 clusters Score -3554115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 63319 members Entering Unmasked Estep Score: -3554111.750000 Penalty: 1008.343262 Iteration 83Q: 3 clusters Score -3554112 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 63329 members Entering Unmasked Estep Score: -3554117.250000 Penalty: 1008.343262 Iteration 84Q: 3 clusters Score -3554117 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 63338 members Entering Unmasked Estep Score: -3554118.500000 Penalty: 1008.343262 Iteration 85Q: 3 clusters Score -3554118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 63346 members Entering Unmasked Estep Score: -3554117.000000 Penalty: 1008.343262 Iteration 86Q: 3 clusters Score -3554117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 63352 members Entering Unmasked Estep Score: -3554120.500000 Penalty: 1008.343262 Iteration 87Q: 3 clusters Score -3554120 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 63355 members Entering Unmasked Estep Score: -3554120.750000 Penalty: 1008.343262 Iteration 88Q: 3 clusters Score -3554121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 63356 members Entering Unmasked Estep Score: -3554122.500000 Penalty: 1008.343262 Iteration 89Q: 3 clusters Score -3554122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 63357 members Entering Unmasked Estep Score: -3554120.250000 Penalty: 1008.343262 Iteration 90Q: 3 clusters Score -3554120 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 63360 members Entering Unmasked Estep Score: -3554125.750000 Penalty: 1008.343262 Iteration 91Q: 3 clusters Score -3554126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 63362 members Entering Unmasked Estep Score: -3554126.500000 Penalty: 1008.343262 Iteration 92Q: 3 clusters Score -3554126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 63362 members Entering Unmasked Estep Score: -3554126.500000 Penalty: 1008.343262 Iteration 93F: 3 clusters Score -3554126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5331 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118656 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23284 members Mstep: Class 13 contains 2657 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7209 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 1544 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Mstep: Class 34 contains 63362 members Entering Unmasked Estep Score: -21382382.000000 Penalty: 20006.701172 Splitting cluster 23 changes total score from -21382466.000000 to -21382382.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -9063.862305 Penalty: 237.031616 Iteration 0F: 2 clusters Score -9063.862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8784.736328 Penalty: 474.063232 Iteration 0F: 3 clusters Score -8784.736 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8831.664062 Penalty: 474.063232 Iteration 1F: 3 clusters Score -8831.664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8871.904297 Penalty: 474.063232 Iteration 2F: 3 clusters Score -8871.904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8887.145508 Penalty: 474.063232 Iteration 3F: 3 clusters Score -8887.146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8894.117188 Penalty: 474.063232 Iteration 4Q: 3 clusters Score -8894.117 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8902.220703 Penalty: 474.063232 Iteration 5Q: 3 clusters Score -8902.221 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8910.065430 Penalty: 474.063232 Iteration 6Q: 3 clusters Score -8910.065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8919.375000 Penalty: 474.063232 Iteration 7Q: 3 clusters Score -8919.375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8928.964844 Penalty: 474.063232 Iteration 8Q: 3 clusters Score -8928.965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8933.441406 Penalty: 474.063232 Iteration 9Q: 3 clusters Score -8933.441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8934.974609 Penalty: 474.063232 Iteration 10Q: 3 clusters Score -8934.975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8935.326172 Penalty: 474.063232 Iteration 11Q: 3 clusters Score -8935.326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8935.326172 Penalty: 474.063232 Iteration 12F: 3 clusters Score -8935.326 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -15438.212891 Penalty: 278.473541 Iteration 0F: 2 clusters Score -15438.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15018.169922 Penalty: 556.947083 Iteration 0F: 3 clusters Score -15018.17 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -15217.705078 Penalty: 556.947083 Iteration 1F: 3 clusters Score -15217.71 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -15268.136719 Penalty: 556.947083 Iteration 2F: 3 clusters Score -15268.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -15295.287109 Penalty: 556.947083 Iteration 3Q: 3 clusters Score -15295.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -15326.607422 Penalty: 556.947083 Iteration 4Q: 3 clusters Score -15326.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -15338.163086 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -15338.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15340.640625 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -15340.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15341.586914 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -15341.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15343.553711 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -15343.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15347.480469 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -15347.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15357.172852 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -15357.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15359.253906 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -15359.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -15360.554688 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -15360.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -15364.081055 Penalty: 556.947083 Iteration 13Q: 3 clusters Score -15364.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15365.000000 Penalty: 556.947083 Iteration 14Q: 3 clusters Score -15365 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15365.000000 Penalty: 556.947083 Iteration 15F: 3 clusters Score -15365 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (42587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42587 members Entering Unmasked Estep Score: -2390162.500000 Penalty: 484.998352 Iteration 0F: 2 clusters Score -2390162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21245 members Mstep: Class 2 contains 21342 members Entering Unmasked Estep Score: -2361813.750000 Penalty: 969.996704 Iteration 0F: 3 clusters Score -2361814 nChanged 20553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19456 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -2374652.500000 Penalty: 969.996704 Iteration 1F: 3 clusters Score -2374652 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -2375598.500000 Penalty: 969.996704 Iteration 2F: 3 clusters Score -2375598 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16823 members Mstep: Class 2 contains 25764 members Entering Unmasked Estep Score: -2376950.250000 Penalty: 969.996704 Iteration 3F: 3 clusters Score -2376950 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 27722 members Entering Unmasked Estep Score: -2378609.250000 Penalty: 969.996704 Iteration 4F: 3 clusters Score -2378609 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12647 members Mstep: Class 2 contains 29940 members Entering Unmasked Estep Score: -2380472.250000 Penalty: 969.996704 Iteration 5F: 3 clusters Score -2380472 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 32169 members Entering Unmasked Estep Score: -2382391.000000 Penalty: 969.996704 Iteration 6F: 3 clusters Score -2382391 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 34224 members Entering Unmasked Estep Score: -2384180.000000 Penalty: 969.996704 Iteration 7F: 3 clusters Score -2384180 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 35919 members Entering Unmasked Estep Score: -2385638.750000 Penalty: 969.996704 Iteration 8Q: 3 clusters Score -2385639 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -2386690.500000 Penalty: 969.996704 Iteration 9Q: 3 clusters Score -2386690 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 38275 members Entering Unmasked Estep Score: -2387414.250000 Penalty: 969.996704 Iteration 10Q: 3 clusters Score -2387414 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 39134 members Entering Unmasked Estep Score: -2387996.250000 Penalty: 969.996704 Iteration 11Q: 3 clusters Score -2387996 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 39804 members Entering Unmasked Estep Score: -2388428.500000 Penalty: 969.996704 Iteration 12Q: 3 clusters Score -2388428 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 40363 members Entering Unmasked Estep Score: -2388783.500000 Penalty: 969.996704 Iteration 13Q: 3 clusters Score -2388784 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 40796 members Entering Unmasked Estep Score: -2389047.250000 Penalty: 969.996704 Iteration 14Q: 3 clusters Score -2389047 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 41122 members Entering Unmasked Estep Score: -2389254.500000 Penalty: 969.996704 Iteration 15Q: 3 clusters Score -2389254 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 41414 members Entering Unmasked Estep Score: -2389429.000000 Penalty: 969.996704 Iteration 16Q: 3 clusters Score -2389429 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 41622 members Entering Unmasked Estep Score: -2389548.500000 Penalty: 969.996704 Iteration 17Q: 3 clusters Score -2389548 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 41783 members Entering Unmasked Estep Score: -2389630.250000 Penalty: 969.996704 Iteration 18Q: 3 clusters Score -2389630 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 41902 members Entering Unmasked Estep Score: -2389688.000000 Penalty: 969.996704 Iteration 19Q: 3 clusters Score -2389688 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 41986 members Entering Unmasked Estep Score: -2389726.000000 Penalty: 969.996704 Iteration 20F: 3 clusters Score -2389726 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 42056 members Entering Unmasked Estep Score: -2389752.250000 Penalty: 969.996704 Iteration 21Q: 3 clusters Score -2389752 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 42110 members Entering Unmasked Estep Score: -2389781.250000 Penalty: 969.996704 Iteration 22Q: 3 clusters Score -2389781 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 42154 members Entering Unmasked Estep Score: -2389803.750000 Penalty: 969.996704 Iteration 23Q: 3 clusters Score -2389804 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 42190 members Entering Unmasked Estep Score: -2389829.250000 Penalty: 969.996704 Iteration 24Q: 3 clusters Score -2389829 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 42213 members Entering Unmasked Estep Score: -2389841.000000 Penalty: 969.996704 Iteration 25Q: 3 clusters Score -2389841 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 42227 members Entering Unmasked Estep Score: -2389851.750000 Penalty: 969.996704 Iteration 26Q: 3 clusters Score -2389852 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 42237 members Entering Unmasked Estep Score: -2389855.250000 Penalty: 969.996704 Iteration 27Q: 3 clusters Score -2389855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 42245 members Entering Unmasked Estep Score: -2389861.750000 Penalty: 969.996704 Iteration 28Q: 3 clusters Score -2389862 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 42254 members Entering Unmasked Estep Score: -2389868.000000 Penalty: 969.996704 Iteration 29Q: 3 clusters Score -2389868 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 42261 members Entering Unmasked Estep Score: -2389873.750000 Penalty: 969.996704 Iteration 30Q: 3 clusters Score -2389874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 42268 members Entering Unmasked Estep Score: -2389878.500000 Penalty: 969.996704 Iteration 31Q: 3 clusters Score -2389878 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 42276 members Entering Unmasked Estep Score: -2389879.250000 Penalty: 969.996704 Iteration 32Q: 3 clusters Score -2389879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 42278 members Entering Unmasked Estep Score: -2389879.000000 Penalty: 969.996704 Iteration 33Q: 3 clusters Score -2389879 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 42285 members Entering Unmasked Estep Score: -2389882.750000 Penalty: 969.996704 Iteration 34Q: 3 clusters Score -2389883 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 42290 members Entering Unmasked Estep Score: -2389886.000000 Penalty: 969.996704 Iteration 35Q: 3 clusters Score -2389886 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 42292 members Entering Unmasked Estep Score: -2389885.250000 Penalty: 969.996704 Iteration 36Q: 3 clusters Score -2389885 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 42291 members Entering Unmasked Estep Score: -2389886.500000 Penalty: 969.996704 Iteration 37Q: 3 clusters Score -2389886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 42292 members Entering Unmasked Estep Score: -2389884.750000 Penalty: 969.996704 Iteration 38Q: 3 clusters Score -2389885 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -2389882.250000 Penalty: 969.996704 Iteration 39Q: 3 clusters Score -2389882 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 42298 members Entering Unmasked Estep Score: -2389883.750000 Penalty: 969.996704 Iteration 40F: 3 clusters Score -2389884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 42302 members Entering Unmasked Estep Score: -2389884.500000 Penalty: 969.996704 Iteration 41Q: 3 clusters Score -2389884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 42306 members Entering Unmasked Estep Score: -2389883.500000 Penalty: 969.996704 Iteration 42Q: 3 clusters Score -2389884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 42309 members Entering Unmasked Estep Score: -2389884.500000 Penalty: 969.996704 Iteration 43Q: 3 clusters Score -2389884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 42310 members Entering Unmasked Estep Score: -2389883.500000 Penalty: 969.996704 Iteration 44Q: 3 clusters Score -2389884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 42314 members Entering Unmasked Estep Score: -2389884.000000 Penalty: 969.996704 Iteration 45Q: 3 clusters Score -2389884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 42315 members Entering Unmasked Estep Score: -2389883.250000 Penalty: 969.996704 Iteration 46Q: 3 clusters Score -2389883 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 42318 members Entering Unmasked Estep Score: -2389883.000000 Penalty: 969.996704 Iteration 47Q: 3 clusters Score -2389883 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 42319 members Entering Unmasked Estep Score: -2389883.000000 Penalty: 969.996704 Iteration 48Q: 3 clusters Score -2389883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 42319 members Entering Unmasked Estep Score: -2389883.000000 Penalty: 969.996704 Iteration 49F: 3 clusters Score -2389883 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -28170.162109 Penalty: 283.036865 Iteration 0F: 2 clusters Score -28170.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -27666.958984 Penalty: 566.073730 Iteration 0F: 3 clusters Score -27666.96 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27781.080078 Penalty: 566.073730 Iteration 1F: 3 clusters Score -27781.08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -27805.421875 Penalty: 566.073730 Iteration 2F: 3 clusters Score -27805.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27823.556641 Penalty: 566.073730 Iteration 3Q: 3 clusters Score -27823.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27845.800781 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -27845.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27862.398438 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -27862.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27868.769531 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -27868.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27873.367188 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -27873.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27877.492188 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -27877.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27879.720703 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -27879.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27881.125000 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -27881.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27881.125000 Penalty: 566.073730 Iteration 11F: 3 clusters Score -27881.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -85828.953125 Penalty: 339.504639 Iteration 0F: 2 clusters Score -85828.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -84592.640625 Penalty: 679.009277 Iteration 0F: 3 clusters Score -84592.64 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -85007.875000 Penalty: 679.009277 Iteration 1F: 3 clusters Score -85007.88 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -85103.585938 Penalty: 679.009277 Iteration 2F: 3 clusters Score -85103.59 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -85179.992188 Penalty: 679.009277 Iteration 3F: 3 clusters Score -85179.99 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -85229.898438 Penalty: 679.009277 Iteration 4F: 3 clusters Score -85229.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -85276.242188 Penalty: 679.009277 Iteration 5Q: 3 clusters Score -85276.24 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -85304.609375 Penalty: 679.009277 Iteration 6Q: 3 clusters Score -85304.61 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -85333.570312 Penalty: 679.009277 Iteration 7Q: 3 clusters Score -85333.57 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -85360.562500 Penalty: 679.009277 Iteration 8Q: 3 clusters Score -85360.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -85374.007812 Penalty: 679.009277 Iteration 9Q: 3 clusters Score -85374.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -85383.171875 Penalty: 679.009277 Iteration 10Q: 3 clusters Score -85383.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -85389.265625 Penalty: 679.009277 Iteration 11Q: 3 clusters Score -85389.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -85395.117188 Penalty: 679.009277 Iteration 12Q: 3 clusters Score -85395.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -85397.492188 Penalty: 679.009277 Iteration 13Q: 3 clusters Score -85397.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -85399.750000 Penalty: 679.009277 Iteration 14Q: 3 clusters Score -85399.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -85401.179688 Penalty: 679.009277 Iteration 15Q: 3 clusters Score -85401.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -85401.523438 Penalty: 679.009277 Iteration 16Q: 3 clusters Score -85401.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -85401.523438 Penalty: 679.009277 Iteration 17F: 3 clusters Score -85401.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Entering Unmasked Estep Score: -327788.687500 Penalty: 396.966217 Iteration 0F: 2 clusters Score -327788.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -323656.687500 Penalty: 793.932434 Iteration 0F: 3 clusters Score -323656.7 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -325304.093750 Penalty: 793.932434 Iteration 1F: 3 clusters Score -325304.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -325469.000000 Penalty: 793.932434 Iteration 2F: 3 clusters Score -325469 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -325638.187500 Penalty: 793.932434 Iteration 3F: 3 clusters Score -325638.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -325781.281250 Penalty: 793.932434 Iteration 4Q: 3 clusters Score -325781.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -325910.468750 Penalty: 793.932434 Iteration 5Q: 3 clusters Score -325910.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -326070.125000 Penalty: 793.932434 Iteration 6Q: 3 clusters Score -326070.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -326256.906250 Penalty: 793.932434 Iteration 7Q: 3 clusters Score -326256.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -326411.906250 Penalty: 793.932434 Iteration 8Q: 3 clusters Score -326411.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -326528.000000 Penalty: 793.932434 Iteration 9Q: 3 clusters Score -326528 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -326617.437500 Penalty: 793.932434 Iteration 10Q: 3 clusters Score -326617.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -326695.218750 Penalty: 793.932434 Iteration 11Q: 3 clusters Score -326695.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -326766.531250 Penalty: 793.932434 Iteration 12Q: 3 clusters Score -326766.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -326834.000000 Penalty: 793.932434 Iteration 13Q: 3 clusters Score -326834 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -326915.906250 Penalty: 793.932434 Iteration 14Q: 3 clusters Score -326915.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -327004.031250 Penalty: 793.932434 Iteration 15Q: 3 clusters Score -327004 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -327081.093750 Penalty: 793.932434 Iteration 16Q: 3 clusters Score -327081.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -327146.656250 Penalty: 793.932434 Iteration 17Q: 3 clusters Score -327146.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -327205.718750 Penalty: 793.932434 Iteration 18Q: 3 clusters Score -327205.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -327256.125000 Penalty: 793.932434 Iteration 19Q: 3 clusters Score -327256.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -327300.625000 Penalty: 793.932434 Iteration 20F: 3 clusters Score -327300.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -327325.468750 Penalty: 793.932434 Iteration 21Q: 3 clusters Score -327325.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -327345.937500 Penalty: 793.932434 Iteration 22Q: 3 clusters Score -327345.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -327364.718750 Penalty: 793.932434 Iteration 23Q: 3 clusters Score -327364.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -327373.125000 Penalty: 793.932434 Iteration 24Q: 3 clusters Score -327373.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -327381.187500 Penalty: 793.932434 Iteration 25Q: 3 clusters Score -327381.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -327387.625000 Penalty: 793.932434 Iteration 26Q: 3 clusters Score -327387.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -327394.750000 Penalty: 793.932434 Iteration 27Q: 3 clusters Score -327394.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -327402.062500 Penalty: 793.932434 Iteration 28Q: 3 clusters Score -327402.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -327404.062500 Penalty: 793.932434 Iteration 29Q: 3 clusters Score -327404.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -327405.500000 Penalty: 793.932434 Iteration 30Q: 3 clusters Score -327405.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -327408.687500 Penalty: 793.932434 Iteration 31Q: 3 clusters Score -327408.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -327412.375000 Penalty: 793.932434 Iteration 32Q: 3 clusters Score -327412.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -327413.500000 Penalty: 793.932434 Iteration 33Q: 3 clusters Score -327413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -327415.062500 Penalty: 793.932434 Iteration 34Q: 3 clusters Score -327415.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -327416.062500 Penalty: 793.932434 Iteration 35Q: 3 clusters Score -327416.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -327416.062500 Penalty: 793.932434 Iteration 36F: 3 clusters Score -327416.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (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: -4895.436035 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4895.436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4667.584961 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4667.585 nChanged 27 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: -4715.765137 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4715.765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4721.591797 Penalty: 430.994049 Iteration 2Q: 3 clusters Score -4721.592 nChanged 1 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: -4726.514160 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4726.514 nChanged 0 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: -4726.514160 Penalty: 430.994049 Iteration 4F: 3 clusters Score -4726.514 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Entering Unmasked Estep Score: -7099.206055 Penalty: 240.154221 Iteration 0F: 2 clusters Score -7099.206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6824.096191 Penalty: 480.308441 Iteration 0F: 3 clusters Score -6824.096 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6907.009277 Penalty: 480.308441 Iteration 1F: 3 clusters Score -6907.009 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6928.107422 Penalty: 480.308441 Iteration 2F: 3 clusters Score -6928.107 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -6945.521484 Penalty: 480.308441 Iteration 3Q: 3 clusters Score -6945.521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6960.843262 Penalty: 480.308441 Iteration 4F: 3 clusters Score -6960.843 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6981.259766 Penalty: 480.308441 Iteration 5Q: 3 clusters Score -6981.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6995.355957 Penalty: 480.308441 Iteration 6Q: 3 clusters Score -6995.356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7001.557129 Penalty: 480.308441 Iteration 7Q: 3 clusters Score -7001.557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7008.073242 Penalty: 480.308441 Iteration 8Q: 3 clusters Score -7008.073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7009.320801 Penalty: 480.308441 Iteration 9Q: 3 clusters Score -7009.321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7009.320801 Penalty: 480.308441 Iteration 10F: 3 clusters Score -7009.321 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Entering Unmasked Estep Score: -160912.734375 Penalty: 360.347260 Iteration 0F: 2 clusters Score -160912.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -158989.031250 Penalty: 720.694519 Iteration 0F: 3 clusters Score -158989 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -159699.093750 Penalty: 720.694519 Iteration 1F: 3 clusters Score -159699.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -159803.531250 Penalty: 720.694519 Iteration 2F: 3 clusters Score -159803.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -159881.000000 Penalty: 720.694519 Iteration 3F: 3 clusters Score -159881 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -159941.453125 Penalty: 720.694519 Iteration 4F: 3 clusters Score -159941.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -159986.812500 Penalty: 720.694519 Iteration 5Q: 3 clusters Score -159986.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -160036.515625 Penalty: 720.694519 Iteration 6Q: 3 clusters Score -160036.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -160092.593750 Penalty: 720.694519 Iteration 7Q: 3 clusters Score -160092.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -160142.890625 Penalty: 720.694519 Iteration 8Q: 3 clusters Score -160142.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -160178.656250 Penalty: 720.694519 Iteration 9Q: 3 clusters Score -160178.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -160221.593750 Penalty: 720.694519 Iteration 10Q: 3 clusters Score -160221.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -160267.718750 Penalty: 720.694519 Iteration 11Q: 3 clusters Score -160267.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -160318.515625 Penalty: 720.694519 Iteration 12Q: 3 clusters Score -160318.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -160368.671875 Penalty: 720.694519 Iteration 13Q: 3 clusters Score -160368.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -160410.843750 Penalty: 720.694519 Iteration 14Q: 3 clusters Score -160410.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -160444.921875 Penalty: 720.694519 Iteration 15Q: 3 clusters Score -160444.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -160477.656250 Penalty: 720.694519 Iteration 16Q: 3 clusters Score -160477.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -160523.562500 Penalty: 720.694519 Iteration 17Q: 3 clusters Score -160523.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -160557.390625 Penalty: 720.694519 Iteration 18Q: 3 clusters Score -160557.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -160576.406250 Penalty: 720.694519 Iteration 19Q: 3 clusters Score -160576.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -160591.812500 Penalty: 720.694519 Iteration 20F: 3 clusters Score -160591.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -160609.156250 Penalty: 720.694519 Iteration 21Q: 3 clusters Score -160609.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -160619.203125 Penalty: 720.694519 Iteration 22Q: 3 clusters Score -160619.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -160625.671875 Penalty: 720.694519 Iteration 23Q: 3 clusters Score -160625.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -160631.218750 Penalty: 720.694519 Iteration 24Q: 3 clusters Score -160631.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -160634.625000 Penalty: 720.694519 Iteration 25Q: 3 clusters Score -160634.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -160636.171875 Penalty: 720.694519 Iteration 26Q: 3 clusters Score -160636.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -160637.828125 Penalty: 720.694519 Iteration 27Q: 3 clusters Score -160637.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -160640.593750 Penalty: 720.694519 Iteration 28Q: 3 clusters Score -160640.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -160641.687500 Penalty: 720.694519 Iteration 29Q: 3 clusters Score -160641.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -160641.687500 Penalty: 720.694519 Iteration 30F: 3 clusters Score -160641.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Entering Unmasked Estep Score: -82053.781250 Penalty: 334.243469 Iteration 0F: 2 clusters Score -82053.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -80900.523438 Penalty: 668.486938 Iteration 0F: 3 clusters Score -80900.52 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -81273.843750 Penalty: 668.486938 Iteration 1F: 3 clusters Score -81273.84 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -81323.484375 Penalty: 668.486938 Iteration 2F: 3 clusters Score -81323.48 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -81348.734375 Penalty: 668.486938 Iteration 3Q: 3 clusters Score -81348.73 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -81364.335938 Penalty: 668.486938 Iteration 4Q: 3 clusters Score -81364.34 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -81376.062500 Penalty: 668.486938 Iteration 5Q: 3 clusters Score -81376.06 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -81386.539062 Penalty: 668.486938 Iteration 6Q: 3 clusters Score -81386.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -81395.992188 Penalty: 668.486938 Iteration 7Q: 3 clusters Score -81395.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -81407.500000 Penalty: 668.486938 Iteration 8Q: 3 clusters Score -81407.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -81426.171875 Penalty: 668.486938 Iteration 9Q: 3 clusters Score -81426.17 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -81458.250000 Penalty: 668.486938 Iteration 10Q: 3 clusters Score -81458.25 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -81487.648438 Penalty: 668.486938 Iteration 11Q: 3 clusters Score -81487.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -81509.390625 Penalty: 668.486938 Iteration 12Q: 3 clusters Score -81509.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -81531.062500 Penalty: 668.486938 Iteration 13Q: 3 clusters Score -81531.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -81553.320312 Penalty: 668.486938 Iteration 14Q: 3 clusters Score -81553.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -81564.789062 Penalty: 668.486938 Iteration 15Q: 3 clusters Score -81564.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -81575.914062 Penalty: 668.486938 Iteration 16Q: 3 clusters Score -81575.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -81582.632812 Penalty: 668.486938 Iteration 17Q: 3 clusters Score -81582.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -81598.312500 Penalty: 668.486938 Iteration 18Q: 3 clusters Score -81598.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -81608.476562 Penalty: 668.486938 Iteration 19Q: 3 clusters Score -81608.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -81614.015625 Penalty: 668.486938 Iteration 20F: 3 clusters Score -81614.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -81618.351562 Penalty: 668.486938 Iteration 21Q: 3 clusters Score -81618.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -81623.531250 Penalty: 668.486938 Iteration 22Q: 3 clusters Score -81623.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -81631.992188 Penalty: 668.486938 Iteration 23Q: 3 clusters Score -81631.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -81644.632812 Penalty: 668.486938 Iteration 24Q: 3 clusters Score -81644.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -81654.859375 Penalty: 668.486938 Iteration 25Q: 3 clusters Score -81654.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -81671.242188 Penalty: 668.486938 Iteration 26Q: 3 clusters Score -81671.24 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -81685.265625 Penalty: 668.486938 Iteration 27Q: 3 clusters Score -81685.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -81696.757812 Penalty: 668.486938 Iteration 28Q: 3 clusters Score -81696.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -81706.914062 Penalty: 668.486938 Iteration 29Q: 3 clusters Score -81706.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -81713.078125 Penalty: 668.486938 Iteration 30Q: 3 clusters Score -81713.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -81717.781250 Penalty: 668.486938 Iteration 31Q: 3 clusters Score -81717.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -81724.242188 Penalty: 668.486938 Iteration 32Q: 3 clusters Score -81724.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -81734.773438 Penalty: 668.486938 Iteration 33Q: 3 clusters Score -81734.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -81742.031250 Penalty: 668.486938 Iteration 34Q: 3 clusters Score -81742.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -81747.976562 Penalty: 668.486938 Iteration 35Q: 3 clusters Score -81747.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -81753.164062 Penalty: 668.486938 Iteration 36Q: 3 clusters Score -81753.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -81766.695312 Penalty: 668.486938 Iteration 37Q: 3 clusters Score -81766.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -81775.101562 Penalty: 668.486938 Iteration 38Q: 3 clusters Score -81775.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -81776.851562 Penalty: 668.486938 Iteration 39Q: 3 clusters Score -81776.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -81779.203125 Penalty: 668.486938 Iteration 40F: 3 clusters Score -81779.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -81780.375000 Penalty: 668.486938 Iteration 41Q: 3 clusters Score -81780.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -81780.437500 Penalty: 668.486938 Iteration 42Q: 3 clusters Score -81780.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -81780.437500 Penalty: 668.486938 Iteration 43F: 3 clusters Score -81780.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5331 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118656 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23284 members Mstep: Class 13 contains 2657 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3561 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7209 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64906 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 159Q: 34 clusters Score -2.138247e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5334 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118655 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23271 members Mstep: Class 13 contains 2657 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3562 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7222 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64906 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6152 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382476.000000 Penalty: 19418.269531 Iteration 160F: 34 clusters Score -2.138248e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5337 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118654 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23258 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7230 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64908 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 455 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6150 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382488.000000 Penalty: 19418.269531 Iteration 161Q: 34 clusters Score -2.138249e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5336 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118654 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23245 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7243 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382484.000000 Penalty: 19418.269531 Iteration 162Q: 34 clusters Score -2.138248e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5336 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118653 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23234 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7256 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382492.000000 Penalty: 19418.269531 Iteration 163Q: 34 clusters Score -2.138249e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5337 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118651 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23227 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7265 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 164Q: 34 clusters Score -2.138247e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5338 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118647 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23226 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7270 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 165Q: 34 clusters Score -2.138247e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5339 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118642 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23228 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7273 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382478.000000 Penalty: 19418.269531 Iteration 166Q: 34 clusters Score -2.138248e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5342 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118636 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4583 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23231 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7274 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 167Q: 34 clusters Score -2.138247e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118635 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23231 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7274 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382480.000000 Penalty: 19418.269531 Iteration 168Q: 34 clusters Score -2.138248e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5346 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118632 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23230 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7277 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382460.000000 Penalty: 19418.269531 Iteration 169Q: 34 clusters Score -2.138246e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118631 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23227 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7282 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382464.000000 Penalty: 19418.269531 Iteration 170Q: 34 clusters Score -2.138246e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5345 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118631 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23221 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7287 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382462.000000 Penalty: 19418.269531 Iteration 171Q: 34 clusters Score -2.138246e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118630 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23212 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7297 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382478.000000 Penalty: 19418.269531 Iteration 172Q: 34 clusters Score -2.138248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5343 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118628 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1676 members Mstep: Class 12 contains 23207 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7305 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 173Q: 34 clusters Score -2.138247e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118626 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23200 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7313 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 174Q: 34 clusters Score -2.138247e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5346 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118622 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23194 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7320 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382480.000000 Penalty: 19418.269531 Iteration 175Q: 34 clusters Score -2.138248e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5349 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118620 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23183 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7331 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382454.000000 Penalty: 19418.269531 Iteration 176Q: 34 clusters Score -2.138245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5348 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118617 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23177 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7339 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382462.000000 Penalty: 19418.269531 Iteration 177Q: 34 clusters Score -2.138246e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5348 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118613 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23172 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7347 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42587 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382468.000000 Penalty: 19418.269531 Iteration 178Q: 34 clusters Score -2.138247e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2317 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5354 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118610 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23170 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7346 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382470.000000 Penalty: 19418.269531 Iteration 179Q: 34 clusters Score -2.138247e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5359 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118605 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23166 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7351 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382468.000000 Penalty: 19418.269531 Iteration 180F: 34 clusters Score -2.138247e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118600 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23166 members Mstep: Class 13 contains 2661 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7357 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382478.000000 Penalty: 19418.269531 Iteration 181Q: 34 clusters Score -2.138248e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5364 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118598 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23162 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7362 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382474.000000 Penalty: 19418.269531 Iteration 182Q: 34 clusters Score -2.138247e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5365 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118598 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23160 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7363 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382472.000000 Penalty: 19418.269531 Iteration 183Q: 34 clusters Score -2.138247e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5365 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118597 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23159 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7365 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382486.000000 Penalty: 19418.269531 Iteration 184Q: 34 clusters Score -2.138249e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5363 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118596 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23160 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7367 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382480.000000 Penalty: 19418.269531 Iteration 185Q: 34 clusters Score -2.138248e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5362 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118595 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23160 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7370 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382484.000000 Penalty: 19418.269531 Iteration 186Q: 34 clusters Score -2.138248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5361 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118594 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23161 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7371 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382484.000000 Penalty: 19418.269531 Iteration 187Q: 34 clusters Score -2.138248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118594 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23160 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7373 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382490.000000 Penalty: 19418.269531 Iteration 188Q: 34 clusters Score -2.138249e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118593 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23160 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7374 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382480.000000 Penalty: 19418.269531 Iteration 189Q: 34 clusters Score -2.138248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5360 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23159 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7376 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382478.000000 Penalty: 19418.269531 Iteration 190Q: 34 clusters Score -2.138248e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5359 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23159 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7377 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382478.000000 Penalty: 19418.269531 Iteration 191Q: 34 clusters Score -2.138248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5358 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23158 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7379 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382486.000000 Penalty: 19418.269531 Iteration 192Q: 34 clusters Score -2.138249e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5358 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23158 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7379 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -21382486.000000 Penalty: 19418.269531 Iteration 193F: 34 clusters Score -2.138249e+07 nChanged 0 Entering ConstructFrom: Score: -21382486.000000 Penalty: 19418.269531 Entering ConstructFrom: Trying to split cluster 1 (1504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Entering Unmasked Estep Score: -66971.093750 Penalty: 332.872711 Iteration 0F: 2 clusters Score -66971.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -65865.289062 Penalty: 665.745422 Iteration 0F: 3 clusters Score -65865.29 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -66289.875000 Penalty: 665.745422 Iteration 1F: 3 clusters Score -66289.88 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -66374.484375 Penalty: 665.745422 Iteration 2F: 3 clusters Score -66374.48 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -66435.773438 Penalty: 665.745422 Iteration 3F: 3 clusters Score -66435.77 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -66493.507812 Penalty: 665.745422 Iteration 4F: 3 clusters Score -66493.51 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -66520.218750 Penalty: 665.745422 Iteration 5Q: 3 clusters Score -66520.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -66532.546875 Penalty: 665.745422 Iteration 6Q: 3 clusters Score -66532.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -66541.906250 Penalty: 665.745422 Iteration 7Q: 3 clusters Score -66541.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -66547.882812 Penalty: 665.745422 Iteration 8Q: 3 clusters Score -66547.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -66550.468750 Penalty: 665.745422 Iteration 9Q: 3 clusters Score -66550.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -66553.648438 Penalty: 665.745422 Iteration 10Q: 3 clusters Score -66553.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -66559.359375 Penalty: 665.745422 Iteration 11Q: 3 clusters Score -66559.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -66574.515625 Penalty: 665.745422 Iteration 12Q: 3 clusters Score -66574.52 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -66589.164062 Penalty: 665.745422 Iteration 13Q: 3 clusters Score -66589.16 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -66608.968750 Penalty: 665.745422 Iteration 14Q: 3 clusters Score -66608.97 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -66622.953125 Penalty: 665.745422 Iteration 15Q: 3 clusters Score -66622.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -66630.164062 Penalty: 665.745422 Iteration 16Q: 3 clusters Score -66630.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -66638.078125 Penalty: 665.745422 Iteration 17Q: 3 clusters Score -66638.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -66643.554688 Penalty: 665.745422 Iteration 18Q: 3 clusters Score -66643.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -66648.226562 Penalty: 665.745422 Iteration 19Q: 3 clusters Score -66648.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -66653.289062 Penalty: 665.745422 Iteration 20F: 3 clusters Score -66653.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -66657.351562 Penalty: 665.745422 Iteration 21Q: 3 clusters Score -66657.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -66659.789062 Penalty: 665.745422 Iteration 22Q: 3 clusters Score -66659.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -66661.062500 Penalty: 665.745422 Iteration 23Q: 3 clusters Score -66661.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -66663.289062 Penalty: 665.745422 Iteration 24Q: 3 clusters Score -66663.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -66665.625000 Penalty: 665.745422 Iteration 25Q: 3 clusters Score -66665.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -66666.515625 Penalty: 665.745422 Iteration 26Q: 3 clusters Score -66666.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -66667.195312 Penalty: 665.745422 Iteration 27Q: 3 clusters Score -66667.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -66667.460938 Penalty: 665.745422 Iteration 28Q: 3 clusters Score -66667.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -66667.539062 Penalty: 665.745422 Iteration 29Q: 3 clusters Score -66667.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -66668.054688 Penalty: 665.745422 Iteration 30Q: 3 clusters Score -66668.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -66668.382812 Penalty: 665.745422 Iteration 31Q: 3 clusters Score -66668.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -66668.554688 Penalty: 665.745422 Iteration 32Q: 3 clusters Score -66668.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -66668.906250 Penalty: 665.745422 Iteration 33Q: 3 clusters Score -66668.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -66668.984375 Penalty: 665.745422 Iteration 34Q: 3 clusters Score -66668.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -66668.984375 Penalty: 665.745422 Iteration 35F: 3 clusters Score -66668.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Entering Unmasked Estep Score: -123267.015625 Penalty: 352.554932 Iteration 0F: 2 clusters Score -123267 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -121634.195312 Penalty: 705.109863 Iteration 0F: 3 clusters Score -121634.2 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -122176.351562 Penalty: 705.109863 Iteration 1F: 3 clusters Score -122176.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -122256.687500 Penalty: 705.109863 Iteration 2F: 3 clusters Score -122256.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -122315.054688 Penalty: 705.109863 Iteration 3F: 3 clusters Score -122315.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -122375.039062 Penalty: 705.109863 Iteration 4Q: 3 clusters Score -122375 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -122426.031250 Penalty: 705.109863 Iteration 5Q: 3 clusters Score -122426 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -122458.585938 Penalty: 705.109863 Iteration 6Q: 3 clusters Score -122458.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -122498.281250 Penalty: 705.109863 Iteration 7Q: 3 clusters Score -122498.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -122531.429688 Penalty: 705.109863 Iteration 8Q: 3 clusters Score -122531.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -122559.015625 Penalty: 705.109863 Iteration 9Q: 3 clusters Score -122559 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -122577.117188 Penalty: 705.109863 Iteration 10Q: 3 clusters Score -122577.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -122596.640625 Penalty: 705.109863 Iteration 11Q: 3 clusters Score -122596.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -122621.843750 Penalty: 705.109863 Iteration 12Q: 3 clusters Score -122621.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -122643.054688 Penalty: 705.109863 Iteration 13Q: 3 clusters Score -122643.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -122663.539062 Penalty: 705.109863 Iteration 14Q: 3 clusters Score -122663.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -122682.906250 Penalty: 705.109863 Iteration 15Q: 3 clusters Score -122682.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -122699.585938 Penalty: 705.109863 Iteration 16Q: 3 clusters Score -122699.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -122719.242188 Penalty: 705.109863 Iteration 17Q: 3 clusters Score -122719.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -122741.054688 Penalty: 705.109863 Iteration 18Q: 3 clusters Score -122741.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -122766.476562 Penalty: 705.109863 Iteration 19Q: 3 clusters Score -122766.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -122793.484375 Penalty: 705.109863 Iteration 20F: 3 clusters Score -122793.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -122808.812500 Penalty: 705.109863 Iteration 21Q: 3 clusters Score -122808.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -122823.000000 Penalty: 705.109863 Iteration 22Q: 3 clusters Score -122823 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -122839.375000 Penalty: 705.109863 Iteration 23Q: 3 clusters Score -122839.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -122857.609375 Penalty: 705.109863 Iteration 24Q: 3 clusters Score -122857.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -122873.851562 Penalty: 705.109863 Iteration 25Q: 3 clusters Score -122873.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -122885.414062 Penalty: 705.109863 Iteration 26Q: 3 clusters Score -122885.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -122892.890625 Penalty: 705.109863 Iteration 27Q: 3 clusters Score -122892.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -122897.242188 Penalty: 705.109863 Iteration 28Q: 3 clusters Score -122897.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -122900.648438 Penalty: 705.109863 Iteration 29Q: 3 clusters Score -122900.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -122903.375000 Penalty: 705.109863 Iteration 30Q: 3 clusters Score -122903.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -122905.804688 Penalty: 705.109863 Iteration 31Q: 3 clusters Score -122905.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -122907.375000 Penalty: 705.109863 Iteration 32Q: 3 clusters Score -122907.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -122910.281250 Penalty: 705.109863 Iteration 33Q: 3 clusters Score -122910.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -122913.601562 Penalty: 705.109863 Iteration 34Q: 3 clusters Score -122913.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -122916.648438 Penalty: 705.109863 Iteration 35Q: 3 clusters Score -122916.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -122919.601562 Penalty: 705.109863 Iteration 36Q: 3 clusters Score -122919.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -122922.054688 Penalty: 705.109863 Iteration 37Q: 3 clusters Score -122922.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -122923.843750 Penalty: 705.109863 Iteration 38Q: 3 clusters Score -122923.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -122925.085938 Penalty: 705.109863 Iteration 39Q: 3 clusters Score -122925.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -122927.335938 Penalty: 705.109863 Iteration 40F: 3 clusters Score -122927.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -122929.195312 Penalty: 705.109863 Iteration 41Q: 3 clusters Score -122929.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -122929.906250 Penalty: 705.109863 Iteration 42Q: 3 clusters Score -122929.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -122930.281250 Penalty: 705.109863 Iteration 43Q: 3 clusters Score -122930.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -122930.898438 Penalty: 705.109863 Iteration 44Q: 3 clusters Score -122930.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -122931.640625 Penalty: 705.109863 Iteration 45Q: 3 clusters Score -122931.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -122931.867188 Penalty: 705.109863 Iteration 46Q: 3 clusters Score -122931.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -122932.789062 Penalty: 705.109863 Iteration 47Q: 3 clusters Score -122932.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -122933.515625 Penalty: 705.109863 Iteration 48Q: 3 clusters Score -122933.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -122934.039062 Penalty: 705.109863 Iteration 49Q: 3 clusters Score -122934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -122934.718750 Penalty: 705.109863 Iteration 50Q: 3 clusters Score -122934.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -122936.898438 Penalty: 705.109863 Iteration 51Q: 3 clusters Score -122936.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -122938.687500 Penalty: 705.109863 Iteration 52Q: 3 clusters Score -122938.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -122939.515625 Penalty: 705.109863 Iteration 53Q: 3 clusters Score -122939.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -122940.578125 Penalty: 705.109863 Iteration 54Q: 3 clusters Score -122940.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -122941.054688 Penalty: 705.109863 Iteration 55Q: 3 clusters Score -122941.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -122941.531250 Penalty: 705.109863 Iteration 56Q: 3 clusters Score -122941.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -122942.078125 Penalty: 705.109863 Iteration 57Q: 3 clusters Score -122942.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -122942.343750 Penalty: 705.109863 Iteration 58Q: 3 clusters Score -122942.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -122943.625000 Penalty: 705.109863 Iteration 59Q: 3 clusters Score -122943.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -122945.187500 Penalty: 705.109863 Iteration 60F: 3 clusters Score -122945.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -122946.851562 Penalty: 705.109863 Iteration 61Q: 3 clusters Score -122946.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -122947.625000 Penalty: 705.109863 Iteration 62Q: 3 clusters Score -122947.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -122948.195312 Penalty: 705.109863 Iteration 63Q: 3 clusters Score -122948.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -122948.679688 Penalty: 705.109863 Iteration 64Q: 3 clusters Score -122948.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -122950.101562 Penalty: 705.109863 Iteration 65Q: 3 clusters Score -122950.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -122951.476562 Penalty: 705.109863 Iteration 66Q: 3 clusters Score -122951.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -122953.687500 Penalty: 705.109863 Iteration 67Q: 3 clusters Score -122953.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -122957.851562 Penalty: 705.109863 Iteration 68Q: 3 clusters Score -122957.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -122964.101562 Penalty: 705.109863 Iteration 69Q: 3 clusters Score -122964.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -122972.359375 Penalty: 705.109863 Iteration 70Q: 3 clusters Score -122972.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -122979.140625 Penalty: 705.109863 Iteration 71Q: 3 clusters Score -122979.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -122984.898438 Penalty: 705.109863 Iteration 72Q: 3 clusters Score -122984.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -122991.773438 Penalty: 705.109863 Iteration 73Q: 3 clusters Score -122991.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -122999.546875 Penalty: 705.109863 Iteration 74Q: 3 clusters Score -122999.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -123004.492188 Penalty: 705.109863 Iteration 75Q: 3 clusters Score -123004.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -123014.046875 Penalty: 705.109863 Iteration 76Q: 3 clusters Score -123014 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -123023.226562 Penalty: 705.109863 Iteration 77Q: 3 clusters Score -123023.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -123036.132812 Penalty: 705.109863 Iteration 78Q: 3 clusters Score -123036.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -123043.250000 Penalty: 705.109863 Iteration 79Q: 3 clusters Score -123043.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -123051.593750 Penalty: 705.109863 Iteration 80F: 3 clusters Score -123051.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -123055.289062 Penalty: 705.109863 Iteration 81Q: 3 clusters Score -123055.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -123057.039062 Penalty: 705.109863 Iteration 82Q: 3 clusters Score -123057 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -123060.257812 Penalty: 705.109863 Iteration 83Q: 3 clusters Score -123060.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -123062.820312 Penalty: 705.109863 Iteration 84Q: 3 clusters Score -123062.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -123064.406250 Penalty: 705.109863 Iteration 85Q: 3 clusters Score -123064.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -123065.820312 Penalty: 705.109863 Iteration 86Q: 3 clusters Score -123065.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -123067.015625 Penalty: 705.109863 Iteration 87Q: 3 clusters Score -123067 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -123068.070312 Penalty: 705.109863 Iteration 88Q: 3 clusters Score -123068.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -123068.484375 Penalty: 705.109863 Iteration 89Q: 3 clusters Score -123068.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -123068.484375 Penalty: 705.109863 Iteration 90F: 3 clusters Score -123068.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Entering Unmasked Estep Score: -494197.718750 Penalty: 412.429718 Iteration 0F: 2 clusters Score -494197.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -488441.906250 Penalty: 824.859436 Iteration 0F: 3 clusters Score -488441.9 nChanged 4026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -490702.593750 Penalty: 824.859436 Iteration 1F: 3 clusters Score -490702.6 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -491028.812500 Penalty: 824.859436 Iteration 2F: 3 clusters Score -491028.8 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -491419.375000 Penalty: 824.859436 Iteration 3F: 3 clusters Score -491419.4 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -491869.312500 Penalty: 824.859436 Iteration 4F: 3 clusters Score -491869.3 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -492367.468750 Penalty: 824.859436 Iteration 5F: 3 clusters Score -492367.5 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -492821.468750 Penalty: 824.859436 Iteration 6F: 3 clusters Score -492821.5 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -493031.312500 Penalty: 824.859436 Iteration 7Q: 3 clusters Score -493031.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -493103.843750 Penalty: 824.859436 Iteration 8Q: 3 clusters Score -493103.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -493143.406250 Penalty: 824.859436 Iteration 9Q: 3 clusters Score -493143.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -493179.468750 Penalty: 824.859436 Iteration 10Q: 3 clusters Score -493179.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -493212.843750 Penalty: 824.859436 Iteration 11Q: 3 clusters Score -493212.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -493247.000000 Penalty: 824.859436 Iteration 12Q: 3 clusters Score -493247 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -493285.062500 Penalty: 824.859436 Iteration 13Q: 3 clusters Score -493285.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -493326.312500 Penalty: 824.859436 Iteration 14Q: 3 clusters Score -493326.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -493360.406250 Penalty: 824.859436 Iteration 15Q: 3 clusters Score -493360.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -493388.218750 Penalty: 824.859436 Iteration 16Q: 3 clusters Score -493388.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -493407.218750 Penalty: 824.859436 Iteration 17Q: 3 clusters Score -493407.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -493420.250000 Penalty: 824.859436 Iteration 18Q: 3 clusters Score -493420.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -493433.875000 Penalty: 824.859436 Iteration 19Q: 3 clusters Score -493433.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -493444.562500 Penalty: 824.859436 Iteration 20F: 3 clusters Score -493444.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -493452.312500 Penalty: 824.859436 Iteration 21Q: 3 clusters Score -493452.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -493456.218750 Penalty: 824.859436 Iteration 22Q: 3 clusters Score -493456.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -493459.218750 Penalty: 824.859436 Iteration 23Q: 3 clusters Score -493459.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -493461.593750 Penalty: 824.859436 Iteration 24Q: 3 clusters Score -493461.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -493463.406250 Penalty: 824.859436 Iteration 25Q: 3 clusters Score -493463.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -493466.062500 Penalty: 824.859436 Iteration 26Q: 3 clusters Score -493466.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -493468.906250 Penalty: 824.859436 Iteration 27Q: 3 clusters Score -493468.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -493472.812500 Penalty: 824.859436 Iteration 28Q: 3 clusters Score -493472.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -493474.062500 Penalty: 824.859436 Iteration 29Q: 3 clusters Score -493474.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -493474.875000 Penalty: 824.859436 Iteration 30Q: 3 clusters Score -493474.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -493477.125000 Penalty: 824.859436 Iteration 31Q: 3 clusters Score -493477.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -493479.218750 Penalty: 824.859436 Iteration 32Q: 3 clusters Score -493479.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -493482.468750 Penalty: 824.859436 Iteration 33Q: 3 clusters Score -493482.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -493485.093750 Penalty: 824.859436 Iteration 34Q: 3 clusters Score -493485.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -493486.187500 Penalty: 824.859436 Iteration 35Q: 3 clusters Score -493486.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -493486.718750 Penalty: 824.859436 Iteration 36Q: 3 clusters Score -493486.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -493489.750000 Penalty: 824.859436 Iteration 37Q: 3 clusters Score -493489.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -493489.250000 Penalty: 824.859436 Iteration 38Q: 3 clusters Score -493489.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -493489.593750 Penalty: 824.859436 Iteration 39Q: 3 clusters Score -493489.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -493491.187500 Penalty: 824.859436 Iteration 40F: 3 clusters Score -493491.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -493491.468750 Penalty: 824.859436 Iteration 41Q: 3 clusters Score -493491.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -493491.531250 Penalty: 824.859436 Iteration 42Q: 3 clusters Score -493491.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -493491.656250 Penalty: 824.859436 Iteration 43Q: 3 clusters Score -493491.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -493493.406250 Penalty: 824.859436 Iteration 44Q: 3 clusters Score -493493.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -493493.593750 Penalty: 824.859436 Iteration 45Q: 3 clusters Score -493493.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -493493.031250 Penalty: 824.859436 Iteration 46Q: 3 clusters Score -493493 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -493493.718750 Penalty: 824.859436 Iteration 47Q: 3 clusters Score -493493.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -493494.906250 Penalty: 824.859436 Iteration 48Q: 3 clusters Score -493494.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -493494.343750 Penalty: 824.859436 Iteration 49Q: 3 clusters Score -493494.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -493495.437500 Penalty: 824.859436 Iteration 50Q: 3 clusters Score -493495.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -493496.875000 Penalty: 824.859436 Iteration 51Q: 3 clusters Score -493496.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -493498.593750 Penalty: 824.859436 Iteration 52Q: 3 clusters Score -493498.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -493498.500000 Penalty: 824.859436 Iteration 53Q: 3 clusters Score -493498.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -493499.968750 Penalty: 824.859436 Iteration 54Q: 3 clusters Score -493500 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -493500.968750 Penalty: 824.859436 Iteration 55Q: 3 clusters Score -493501 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -493502.906250 Penalty: 824.859436 Iteration 56Q: 3 clusters Score -493502.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -493504.250000 Penalty: 824.859436 Iteration 57Q: 3 clusters Score -493504.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -493506.312500 Penalty: 824.859436 Iteration 58Q: 3 clusters Score -493506.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -493507.062500 Penalty: 824.859436 Iteration 59Q: 3 clusters Score -493507.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -493508.125000 Penalty: 824.859436 Iteration 60F: 3 clusters Score -493508.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -493508.656250 Penalty: 824.859436 Iteration 61Q: 3 clusters Score -493508.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -493509.468750 Penalty: 824.859436 Iteration 62Q: 3 clusters Score -493509.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -493509.656250 Penalty: 824.859436 Iteration 63Q: 3 clusters Score -493509.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -493510.125000 Penalty: 824.859436 Iteration 64Q: 3 clusters Score -493510.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -493511.750000 Penalty: 824.859436 Iteration 65Q: 3 clusters Score -493511.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -493512.656250 Penalty: 824.859436 Iteration 66Q: 3 clusters Score -493512.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -493513.531250 Penalty: 824.859436 Iteration 67Q: 3 clusters Score -493513.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -493514.562500 Penalty: 824.859436 Iteration 68Q: 3 clusters Score -493514.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -493515.125000 Penalty: 824.859436 Iteration 69Q: 3 clusters Score -493515.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -493516.375000 Penalty: 824.859436 Iteration 70Q: 3 clusters Score -493516.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -493515.968750 Penalty: 824.859436 Iteration 71Q: 3 clusters Score -493516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -493518.343750 Penalty: 824.859436 Iteration 72Q: 3 clusters Score -493518.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -493518.156250 Penalty: 824.859436 Iteration 73Q: 3 clusters Score -493518.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -493518.218750 Penalty: 824.859436 Iteration 74Q: 3 clusters Score -493518.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -493517.718750 Penalty: 824.859436 Iteration 75Q: 3 clusters Score -493517.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -493520.312500 Penalty: 824.859436 Iteration 76Q: 3 clusters Score -493520.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -493521.125000 Penalty: 824.859436 Iteration 77Q: 3 clusters Score -493521.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -493522.468750 Penalty: 824.859436 Iteration 78Q: 3 clusters Score -493522.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -493523.687500 Penalty: 824.859436 Iteration 79Q: 3 clusters Score -493523.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -493524.812500 Penalty: 824.859436 Iteration 80F: 3 clusters Score -493524.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -493525.656250 Penalty: 824.859436 Iteration 81Q: 3 clusters Score -493525.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -493526.750000 Penalty: 824.859436 Iteration 82Q: 3 clusters Score -493526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -493525.656250 Penalty: 824.859436 Iteration 83Q: 3 clusters Score -493525.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -493527.531250 Penalty: 824.859436 Iteration 84Q: 3 clusters Score -493527.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -493528.500000 Penalty: 824.859436 Iteration 85Q: 3 clusters Score -493528.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -493528.812500 Penalty: 824.859436 Iteration 86Q: 3 clusters Score -493528.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -493530.125000 Penalty: 824.859436 Iteration 87Q: 3 clusters Score -493530.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -493531.593750 Penalty: 824.859436 Iteration 88Q: 3 clusters Score -493531.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -493534.125000 Penalty: 824.859436 Iteration 89Q: 3 clusters Score -493534.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -493534.468750 Penalty: 824.859436 Iteration 90Q: 3 clusters Score -493534.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -493536.843750 Penalty: 824.859436 Iteration 91Q: 3 clusters Score -493536.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -493537.156250 Penalty: 824.859436 Iteration 92Q: 3 clusters Score -493537.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -493540.375000 Penalty: 824.859436 Iteration 93Q: 3 clusters Score -493540.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -493541.593750 Penalty: 824.859436 Iteration 94Q: 3 clusters Score -493541.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -493543.093750 Penalty: 824.859436 Iteration 95Q: 3 clusters Score -493543.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -493544.406250 Penalty: 824.859436 Iteration 96Q: 3 clusters Score -493544.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -493544.281250 Penalty: 824.859436 Iteration 97Q: 3 clusters Score -493544.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -493545.968750 Penalty: 824.859436 Iteration 98Q: 3 clusters Score -493546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -493546.562500 Penalty: 824.859436 Iteration 99Q: 3 clusters Score -493546.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -493548.093750 Penalty: 824.859436 Iteration 100F: 3 clusters Score -493548.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -493551.312500 Penalty: 824.859436 Iteration 101Q: 3 clusters Score -493551.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -493551.562500 Penalty: 824.859436 Iteration 102Q: 3 clusters Score -493551.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -493553.000000 Penalty: 824.859436 Iteration 103Q: 3 clusters Score -493553 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -493554.125000 Penalty: 824.859436 Iteration 104Q: 3 clusters Score -493554.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -493556.812500 Penalty: 824.859436 Iteration 105Q: 3 clusters Score -493556.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -493557.343750 Penalty: 824.859436 Iteration 106Q: 3 clusters Score -493557.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -493559.281250 Penalty: 824.859436 Iteration 107Q: 3 clusters Score -493559.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -493561.687500 Penalty: 824.859436 Iteration 108Q: 3 clusters Score -493561.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -493562.125000 Penalty: 824.859436 Iteration 109Q: 3 clusters Score -493562.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -493564.625000 Penalty: 824.859436 Iteration 110Q: 3 clusters Score -493564.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -493565.375000 Penalty: 824.859436 Iteration 111Q: 3 clusters Score -493565.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -493567.906250 Penalty: 824.859436 Iteration 112Q: 3 clusters Score -493567.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -493569.437500 Penalty: 824.859436 Iteration 113Q: 3 clusters Score -493569.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -493570.687500 Penalty: 824.859436 Iteration 114Q: 3 clusters Score -493570.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -493571.437500 Penalty: 824.859436 Iteration 115Q: 3 clusters Score -493571.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -493571.312500 Penalty: 824.859436 Iteration 116Q: 3 clusters Score -493571.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -493573.531250 Penalty: 824.859436 Iteration 117Q: 3 clusters Score -493573.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -493573.343750 Penalty: 824.859436 Iteration 118Q: 3 clusters Score -493573.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -493574.031250 Penalty: 824.859436 Iteration 119Q: 3 clusters Score -493574 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -493574.593750 Penalty: 824.859436 Iteration 120F: 3 clusters Score -493574.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -493575.312500 Penalty: 824.859436 Iteration 121Q: 3 clusters Score -493575.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -493577.218750 Penalty: 824.859436 Iteration 122Q: 3 clusters Score -493577.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -493577.875000 Penalty: 824.859436 Iteration 123Q: 3 clusters Score -493577.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -493577.906250 Penalty: 824.859436 Iteration 124Q: 3 clusters Score -493577.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -493578.843750 Penalty: 824.859436 Iteration 125Q: 3 clusters Score -493578.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -493579.843750 Penalty: 824.859436 Iteration 126Q: 3 clusters Score -493579.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -493580.468750 Penalty: 824.859436 Iteration 127Q: 3 clusters Score -493580.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -493580.750000 Penalty: 824.859436 Iteration 128Q: 3 clusters Score -493580.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -493580.968750 Penalty: 824.859436 Iteration 129Q: 3 clusters Score -493581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -493582.250000 Penalty: 824.859436 Iteration 130Q: 3 clusters Score -493582.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -493582.125000 Penalty: 824.859436 Iteration 131Q: 3 clusters Score -493582.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -493583.437500 Penalty: 824.859436 Iteration 132Q: 3 clusters Score -493583.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -493583.093750 Penalty: 824.859436 Iteration 133Q: 3 clusters Score -493583.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -493584.750000 Penalty: 824.859436 Iteration 134Q: 3 clusters Score -493584.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -493584.812500 Penalty: 824.859436 Iteration 135Q: 3 clusters Score -493584.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -493586.093750 Penalty: 824.859436 Iteration 136Q: 3 clusters Score -493586.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -493587.562500 Penalty: 824.859436 Iteration 137Q: 3 clusters Score -493587.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -493588.562500 Penalty: 824.859436 Iteration 138Q: 3 clusters Score -493588.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -493591.312500 Penalty: 824.859436 Iteration 139Q: 3 clusters Score -493591.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -493593.625000 Penalty: 824.859436 Iteration 140F: 3 clusters Score -493593.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -493595.031250 Penalty: 824.859436 Iteration 141Q: 3 clusters Score -493595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -493594.343750 Penalty: 824.859436 Iteration 142Q: 3 clusters Score -493594.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -493595.593750 Penalty: 824.859436 Iteration 143Q: 3 clusters Score -493595.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -493596.843750 Penalty: 824.859436 Iteration 144Q: 3 clusters Score -493596.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -493598.718750 Penalty: 824.859436 Iteration 145Q: 3 clusters Score -493598.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -493601.343750 Penalty: 824.859436 Iteration 146Q: 3 clusters Score -493601.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -493602.750000 Penalty: 824.859436 Iteration 147Q: 3 clusters Score -493602.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -493606.625000 Penalty: 824.859436 Iteration 148Q: 3 clusters Score -493606.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -493608.843750 Penalty: 824.859436 Iteration 149Q: 3 clusters Score -493608.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -493611.125000 Penalty: 824.859436 Iteration 150Q: 3 clusters Score -493611.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -493613.093750 Penalty: 824.859436 Iteration 151Q: 3 clusters Score -493613.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -493615.500000 Penalty: 824.859436 Iteration 152Q: 3 clusters Score -493615.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -493616.093750 Penalty: 824.859436 Iteration 153Q: 3 clusters Score -493616.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -493617.468750 Penalty: 824.859436 Iteration 154Q: 3 clusters Score -493617.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -493619.562500 Penalty: 824.859436 Iteration 155Q: 3 clusters Score -493619.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -493621.718750 Penalty: 824.859436 Iteration 156Q: 3 clusters Score -493621.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -493623.875000 Penalty: 824.859436 Iteration 157Q: 3 clusters Score -493623.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -493628.343750 Penalty: 824.859436 Iteration 158Q: 3 clusters Score -493628.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -493635.562500 Penalty: 824.859436 Iteration 159Q: 3 clusters Score -493635.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -493643.000000 Penalty: 824.859436 Iteration 160F: 3 clusters Score -493643 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -493647.843750 Penalty: 824.859436 Iteration 161Q: 3 clusters Score -493647.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -493652.687500 Penalty: 824.859436 Iteration 162Q: 3 clusters Score -493652.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -493653.781250 Penalty: 824.859436 Iteration 163Q: 3 clusters Score -493653.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -493656.406250 Penalty: 824.859436 Iteration 164Q: 3 clusters Score -493656.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -493659.968750 Penalty: 824.859436 Iteration 165Q: 3 clusters Score -493660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -493660.781250 Penalty: 824.859436 Iteration 166Q: 3 clusters Score -493660.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -493662.093750 Penalty: 824.859436 Iteration 167Q: 3 clusters Score -493662.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -493662.812500 Penalty: 824.859436 Iteration 168Q: 3 clusters Score -493662.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -493663.156250 Penalty: 824.859436 Iteration 169Q: 3 clusters Score -493663.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -493664.718750 Penalty: 824.859436 Iteration 170Q: 3 clusters Score -493664.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -493664.968750 Penalty: 824.859436 Iteration 171Q: 3 clusters Score -493665 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -493666.781250 Penalty: 824.859436 Iteration 172Q: 3 clusters Score -493666.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -493667.562500 Penalty: 824.859436 Iteration 173Q: 3 clusters Score -493667.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -493668.312500 Penalty: 824.859436 Iteration 174Q: 3 clusters Score -493668.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -493669.062500 Penalty: 824.859436 Iteration 175Q: 3 clusters Score -493669.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -493668.906250 Penalty: 824.859436 Iteration 176Q: 3 clusters Score -493668.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -493668.375000 Penalty: 824.859436 Iteration 177Q: 3 clusters Score -493668.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -493670.187500 Penalty: 824.859436 Iteration 178Q: 3 clusters Score -493670.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -493669.656250 Penalty: 824.859436 Iteration 179Q: 3 clusters Score -493669.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -493670.500000 Penalty: 824.859436 Iteration 180F: 3 clusters Score -493670.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -493670.843750 Penalty: 824.859436 Iteration 181Q: 3 clusters Score -493670.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -493670.843750 Penalty: 824.859436 Iteration 182F: 3 clusters Score -493670.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Entering Unmasked Estep Score: -258514.312500 Penalty: 390.678741 Iteration 0F: 2 clusters Score -258514.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -254890.937500 Penalty: 781.357483 Iteration 0F: 3 clusters Score -254890.9 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -256377.921875 Penalty: 781.357483 Iteration 1F: 3 clusters Score -256377.9 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -256603.906250 Penalty: 781.357483 Iteration 2F: 3 clusters Score -256603.9 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -256847.562500 Penalty: 781.357483 Iteration 3F: 3 clusters Score -256847.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -257111.359375 Penalty: 781.357483 Iteration 4F: 3 clusters Score -257111.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -257363.484375 Penalty: 781.357483 Iteration 5F: 3 clusters Score -257363.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -257606.343750 Penalty: 781.357483 Iteration 6F: 3 clusters Score -257606.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -257817.093750 Penalty: 781.357483 Iteration 7Q: 3 clusters Score -257817.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -257968.750000 Penalty: 781.357483 Iteration 8Q: 3 clusters Score -257968.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -258076.671875 Penalty: 781.357483 Iteration 9Q: 3 clusters Score -258076.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -258169.921875 Penalty: 781.357483 Iteration 10Q: 3 clusters Score -258169.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -258238.515625 Penalty: 781.357483 Iteration 11Q: 3 clusters Score -258238.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -258286.500000 Penalty: 781.357483 Iteration 12Q: 3 clusters Score -258286.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -258329.968750 Penalty: 781.357483 Iteration 13Q: 3 clusters Score -258330 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -258357.703125 Penalty: 781.357483 Iteration 14Q: 3 clusters Score -258357.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -258381.703125 Penalty: 781.357483 Iteration 15Q: 3 clusters Score -258381.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -258400.671875 Penalty: 781.357483 Iteration 16Q: 3 clusters Score -258400.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -258415.062500 Penalty: 781.357483 Iteration 17Q: 3 clusters Score -258415.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -258424.718750 Penalty: 781.357483 Iteration 18Q: 3 clusters Score -258424.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -258434.984375 Penalty: 781.357483 Iteration 19Q: 3 clusters Score -258435 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -258441.796875 Penalty: 781.357483 Iteration 20F: 3 clusters Score -258441.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -258446.937500 Penalty: 781.357483 Iteration 21Q: 3 clusters Score -258446.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -258452.156250 Penalty: 781.357483 Iteration 22Q: 3 clusters Score -258452.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -258454.765625 Penalty: 781.357483 Iteration 23Q: 3 clusters Score -258454.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -258456.359375 Penalty: 781.357483 Iteration 24Q: 3 clusters Score -258456.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -258457.687500 Penalty: 781.357483 Iteration 25Q: 3 clusters Score -258457.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -258457.921875 Penalty: 781.357483 Iteration 26Q: 3 clusters Score -258457.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -258458.375000 Penalty: 781.357483 Iteration 27Q: 3 clusters Score -258458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -258459.218750 Penalty: 781.357483 Iteration 28Q: 3 clusters Score -258459.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -258459.500000 Penalty: 781.357483 Iteration 29Q: 3 clusters Score -258459.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -258459.500000 Penalty: 781.357483 Iteration 30F: 3 clusters Score -258459.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (22857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Entering Unmasked Estep Score: -1286077.250000 Penalty: 456.684082 Iteration 0F: 2 clusters Score -1286077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -1270930.500000 Penalty: 913.368164 Iteration 0F: 3 clusters Score -1270930 nChanged 10840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -1277408.375000 Penalty: 913.368164 Iteration 1F: 3 clusters Score -1277408 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14570 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -1278275.750000 Penalty: 913.368164 Iteration 2F: 3 clusters Score -1278276 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1279704.125000 Penalty: 913.368164 Iteration 3F: 3 clusters Score -1279704 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1281556.500000 Penalty: 913.368164 Iteration 4F: 3 clusters Score -1281556 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1283298.625000 Penalty: 913.368164 Iteration 5F: 3 clusters Score -1283299 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1284516.750000 Penalty: 913.368164 Iteration 6F: 3 clusters Score -1284517 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22007 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1285143.625000 Penalty: 913.368164 Iteration 7Q: 3 clusters Score -1285144 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22330 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1285407.625000 Penalty: 913.368164 Iteration 8Q: 3 clusters Score -1285408 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22500 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1285544.250000 Penalty: 913.368164 Iteration 9Q: 3 clusters Score -1285544 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22584 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1285603.250000 Penalty: 913.368164 Iteration 10Q: 3 clusters Score -1285603 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22627 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -1285632.375000 Penalty: 913.368164 Iteration 11Q: 3 clusters Score -1285632 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22650 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -1285649.625000 Penalty: 913.368164 Iteration 12Q: 3 clusters Score -1285650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1285661.500000 Penalty: 913.368164 Iteration 13Q: 3 clusters Score -1285662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -1285671.625000 Penalty: 913.368164 Iteration 14Q: 3 clusters Score -1285672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1285682.375000 Penalty: 913.368164 Iteration 15Q: 3 clusters Score -1285682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22701 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -1285687.875000 Penalty: 913.368164 Iteration 16Q: 3 clusters Score -1285688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -1285691.625000 Penalty: 913.368164 Iteration 17Q: 3 clusters Score -1285692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22715 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -1285697.625000 Penalty: 913.368164 Iteration 18Q: 3 clusters Score -1285698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -1285705.500000 Penalty: 913.368164 Iteration 19Q: 3 clusters Score -1285706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1285706.000000 Penalty: 913.368164 Iteration 20F: 3 clusters Score -1285706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1285709.000000 Penalty: 913.368164 Iteration 21Q: 3 clusters Score -1285709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22725 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -1285710.500000 Penalty: 913.368164 Iteration 22Q: 3 clusters Score -1285710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22729 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1285714.750000 Penalty: 913.368164 Iteration 23Q: 3 clusters Score -1285715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22731 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1285714.125000 Penalty: 913.368164 Iteration 24Q: 3 clusters Score -1285714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22736 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -1285716.750000 Penalty: 913.368164 Iteration 25Q: 3 clusters Score -1285717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1285719.250000 Penalty: 913.368164 Iteration 26Q: 3 clusters Score -1285719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1285724.875000 Penalty: 913.368164 Iteration 27Q: 3 clusters Score -1285725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22746 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1285730.375000 Penalty: 913.368164 Iteration 28Q: 3 clusters Score -1285730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22747 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -1285733.250000 Penalty: 913.368164 Iteration 29Q: 3 clusters Score -1285733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22748 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1285734.125000 Penalty: 913.368164 Iteration 30Q: 3 clusters Score -1285734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22749 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1285735.750000 Penalty: 913.368164 Iteration 31Q: 3 clusters Score -1285736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22750 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1285736.750000 Penalty: 913.368164 Iteration 32Q: 3 clusters Score -1285737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1285737.250000 Penalty: 913.368164 Iteration 33Q: 3 clusters Score -1285737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22756 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1285741.625000 Penalty: 913.368164 Iteration 34Q: 3 clusters Score -1285742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22757 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -1285742.625000 Penalty: 913.368164 Iteration 35Q: 3 clusters Score -1285743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22759 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1285744.000000 Penalty: 913.368164 Iteration 36Q: 3 clusters Score -1285744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22759 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1285744.000000 Penalty: 913.368164 Iteration 37F: 3 clusters Score -1285744 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (118592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118592 members Entering Unmasked Estep Score: -6443159.000000 Penalty: 531.596680 Iteration 0F: 2 clusters Score -6443159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59373 members Mstep: Class 2 contains 59219 members Entering Unmasked Estep Score: -6363179.000000 Penalty: 1063.193359 Iteration 0F: 3 clusters Score -6363179 nChanged 57953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58396 members Mstep: Class 2 contains 60196 members Entering Unmasked Estep Score: -6401279.500000 Penalty: 1063.193359 Iteration 1F: 3 clusters Score -6401280 nChanged 7440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57008 members Mstep: Class 2 contains 61584 members Entering Unmasked Estep Score: -6405014.500000 Penalty: 1063.193359 Iteration 2F: 3 clusters Score -6405014 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55363 members Mstep: Class 2 contains 63229 members Entering Unmasked Estep Score: -6409288.500000 Penalty: 1063.193359 Iteration 3F: 3 clusters Score -6409288 nChanged 7475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53832 members Mstep: Class 2 contains 64760 members Entering Unmasked Estep Score: -6413956.500000 Penalty: 1063.193359 Iteration 4F: 3 clusters Score -6413956 nChanged 6975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52781 members Mstep: Class 2 contains 65811 members Entering Unmasked Estep Score: -6418406.000000 Penalty: 1063.193359 Iteration 5F: 3 clusters Score -6418406 nChanged 6144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52273 members Mstep: Class 2 contains 66319 members Entering Unmasked Estep Score: -6422115.000000 Penalty: 1063.193359 Iteration 6F: 3 clusters Score -6422115 nChanged 5214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51945 members Mstep: Class 2 contains 66647 members Entering Unmasked Estep Score: -6424769.000000 Penalty: 1063.193359 Iteration 7Q: 3 clusters Score -6424769 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51638 members Mstep: Class 2 contains 66954 members Entering Unmasked Estep Score: -6426080.500000 Penalty: 1063.193359 Iteration 8Q: 3 clusters Score -6426080 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51308 members Mstep: Class 2 contains 67284 members Entering Unmasked Estep Score: -6426713.500000 Penalty: 1063.193359 Iteration 9Q: 3 clusters Score -6426714 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50876 members Mstep: Class 2 contains 67716 members Entering Unmasked Estep Score: -6426944.000000 Penalty: 1063.193359 Iteration 10Q: 3 clusters Score -6426944 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50324 members Mstep: Class 2 contains 68268 members Entering Unmasked Estep Score: -6427047.500000 Penalty: 1063.193359 Iteration 11Q: 3 clusters Score -6427048 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49721 members Mstep: Class 2 contains 68871 members Entering Unmasked Estep Score: -6427140.500000 Penalty: 1063.193359 Iteration 12Q: 3 clusters Score -6427140 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49093 members Mstep: Class 2 contains 69499 members Entering Unmasked Estep Score: -6427269.500000 Penalty: 1063.193359 Iteration 13Q: 3 clusters Score -6427270 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48414 members Mstep: Class 2 contains 70178 members Entering Unmasked Estep Score: -6427333.000000 Penalty: 1063.193359 Iteration 14Q: 3 clusters Score -6427333 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47717 members Mstep: Class 2 contains 70875 members Entering Unmasked Estep Score: -6427406.500000 Penalty: 1063.193359 Iteration 15Q: 3 clusters Score -6427406 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46946 members Mstep: Class 2 contains 71646 members Entering Unmasked Estep Score: -6427490.500000 Penalty: 1063.193359 Iteration 16Q: 3 clusters Score -6427490 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46175 members Mstep: Class 2 contains 72417 members Entering Unmasked Estep Score: -6427617.000000 Penalty: 1063.193359 Iteration 17Q: 3 clusters Score -6427617 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45330 members Mstep: Class 2 contains 73262 members Entering Unmasked Estep Score: -6427753.500000 Penalty: 1063.193359 Iteration 18Q: 3 clusters Score -6427754 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44431 members Mstep: Class 2 contains 74161 members Entering Unmasked Estep Score: -6427831.500000 Penalty: 1063.193359 Iteration 19Q: 3 clusters Score -6427832 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43420 members Mstep: Class 2 contains 75172 members Entering Unmasked Estep Score: -6427970.000000 Penalty: 1063.193359 Iteration 20F: 3 clusters Score -6427970 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42383 members Mstep: Class 2 contains 76209 members Entering Unmasked Estep Score: -6428147.000000 Penalty: 1063.193359 Iteration 21Q: 3 clusters Score -6428147 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41291 members Mstep: Class 2 contains 77301 members Entering Unmasked Estep Score: -6428309.000000 Penalty: 1063.193359 Iteration 22Q: 3 clusters Score -6428309 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 78505 members Entering Unmasked Estep Score: -6428467.500000 Penalty: 1063.193359 Iteration 23Q: 3 clusters Score -6428468 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38816 members Mstep: Class 2 contains 79776 members Entering Unmasked Estep Score: -6428688.500000 Penalty: 1063.193359 Iteration 24Q: 3 clusters Score -6428688 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37460 members Mstep: Class 2 contains 81132 members Entering Unmasked Estep Score: -6428928.500000 Penalty: 1063.193359 Iteration 25Q: 3 clusters Score -6428928 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36039 members Mstep: Class 2 contains 82553 members Entering Unmasked Estep Score: -6429202.000000 Penalty: 1063.193359 Iteration 26Q: 3 clusters Score -6429202 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34511 members Mstep: Class 2 contains 84081 members Entering Unmasked Estep Score: -6429503.000000 Penalty: 1063.193359 Iteration 27Q: 3 clusters Score -6429503 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32924 members Mstep: Class 2 contains 85668 members Entering Unmasked Estep Score: -6429900.000000 Penalty: 1063.193359 Iteration 28Q: 3 clusters Score -6429900 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31328 members Mstep: Class 2 contains 87264 members Entering Unmasked Estep Score: -6430239.000000 Penalty: 1063.193359 Iteration 29Q: 3 clusters Score -6430239 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29631 members Mstep: Class 2 contains 88961 members Entering Unmasked Estep Score: -6430649.000000 Penalty: 1063.193359 Iteration 30Q: 3 clusters Score -6430649 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27824 members Mstep: Class 2 contains 90768 members Entering Unmasked Estep Score: -6431142.000000 Penalty: 1063.193359 Iteration 31Q: 3 clusters Score -6431142 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25942 members Mstep: Class 2 contains 92650 members Entering Unmasked Estep Score: -6431674.000000 Penalty: 1063.193359 Iteration 32Q: 3 clusters Score -6431674 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23925 members Mstep: Class 2 contains 94667 members Entering Unmasked Estep Score: -6432318.500000 Penalty: 1063.193359 Iteration 33Q: 3 clusters Score -6432318 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 96667 members Entering Unmasked Estep Score: -6432947.500000 Penalty: 1063.193359 Iteration 34Q: 3 clusters Score -6432948 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19930 members Mstep: Class 2 contains 98662 members Entering Unmasked Estep Score: -6433581.000000 Penalty: 1063.193359 Iteration 35Q: 3 clusters Score -6433581 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17971 members Mstep: Class 2 contains 100621 members Entering Unmasked Estep Score: -6434314.500000 Penalty: 1063.193359 Iteration 36Q: 3 clusters Score -6434314 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15964 members Mstep: Class 2 contains 102628 members Entering Unmasked Estep Score: -6435126.500000 Penalty: 1063.193359 Iteration 37Q: 3 clusters Score -6435126 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 104596 members Entering Unmasked Estep Score: -6435956.500000 Penalty: 1063.193359 Iteration 38Q: 3 clusters Score -6435956 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 106464 members Entering Unmasked Estep Score: -6436705.000000 Penalty: 1063.193359 Iteration 39Q: 3 clusters Score -6436705 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 108272 members Entering Unmasked Estep Score: -6437555.000000 Penalty: 1063.193359 Iteration 40F: 3 clusters Score -6437555 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 110081 members Entering Unmasked Estep Score: -6438447.000000 Penalty: 1063.193359 Iteration 41Q: 3 clusters Score -6438447 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 111812 members Entering Unmasked Estep Score: -6439364.000000 Penalty: 1063.193359 Iteration 42Q: 3 clusters Score -6439364 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 113372 members Entering Unmasked Estep Score: -6440198.000000 Penalty: 1063.193359 Iteration 43Q: 3 clusters Score -6440198 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 114688 members Entering Unmasked Estep Score: -6440935.000000 Penalty: 1063.193359 Iteration 44Q: 3 clusters Score -6440935 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 115783 members Entering Unmasked Estep Score: -6441591.500000 Penalty: 1063.193359 Iteration 45Q: 3 clusters Score -6441592 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 116610 members Entering Unmasked Estep Score: -6442081.500000 Penalty: 1063.193359 Iteration 46Q: 3 clusters Score -6442082 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 117160 members Entering Unmasked Estep Score: -6442431.000000 Penalty: 1063.193359 Iteration 47Q: 3 clusters Score -6442431 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 117492 members Entering Unmasked Estep Score: -6442589.500000 Penalty: 1063.193359 Iteration 48Q: 3 clusters Score -6442590 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 117701 members Entering Unmasked Estep Score: -6442704.000000 Penalty: 1063.193359 Iteration 49Q: 3 clusters Score -6442704 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 117836 members Entering Unmasked Estep Score: -6442770.500000 Penalty: 1063.193359 Iteration 50Q: 3 clusters Score -6442770 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 117912 members Entering Unmasked Estep Score: -6442798.500000 Penalty: 1063.193359 Iteration 51Q: 3 clusters Score -6442798 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 117958 members Entering Unmasked Estep Score: -6442821.000000 Penalty: 1063.193359 Iteration 52Q: 3 clusters Score -6442821 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 118000 members Entering Unmasked Estep Score: -6442830.000000 Penalty: 1063.193359 Iteration 53Q: 3 clusters Score -6442830 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 118026 members Entering Unmasked Estep Score: -6442855.000000 Penalty: 1063.193359 Iteration 54Q: 3 clusters Score -6442855 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 118044 members Entering Unmasked Estep Score: -6442883.000000 Penalty: 1063.193359 Iteration 55Q: 3 clusters Score -6442883 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 118058 members Entering Unmasked Estep Score: -6442896.000000 Penalty: 1063.193359 Iteration 56Q: 3 clusters Score -6442896 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 118073 members Entering Unmasked Estep Score: -6442911.000000 Penalty: 1063.193359 Iteration 57Q: 3 clusters Score -6442911 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 118085 members Entering Unmasked Estep Score: -6442914.000000 Penalty: 1063.193359 Iteration 58Q: 3 clusters Score -6442914 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 118086 members Entering Unmasked Estep Score: -6442931.500000 Penalty: 1063.193359 Iteration 59Q: 3 clusters Score -6442932 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 118095 members Entering Unmasked Estep Score: -6442935.000000 Penalty: 1063.193359 Iteration 60F: 3 clusters Score -6442935 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 118100 members Entering Unmasked Estep Score: -6442939.000000 Penalty: 1063.193359 Iteration 61Q: 3 clusters Score -6442939 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 118105 members Entering Unmasked Estep Score: -6442942.000000 Penalty: 1063.193359 Iteration 62Q: 3 clusters Score -6442942 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 118105 members Entering Unmasked Estep Score: -6442945.500000 Penalty: 1063.193359 Iteration 63Q: 3 clusters Score -6442946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 118102 members Entering Unmasked Estep Score: -6442951.500000 Penalty: 1063.193359 Iteration 64Q: 3 clusters Score -6442952 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 118107 members Entering Unmasked Estep Score: -6442966.500000 Penalty: 1063.193359 Iteration 65Q: 3 clusters Score -6442966 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 118111 members Entering Unmasked Estep Score: -6442966.500000 Penalty: 1063.193359 Iteration 66Q: 3 clusters Score -6442966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 118114 members Entering Unmasked Estep Score: -6442965.500000 Penalty: 1063.193359 Iteration 67Q: 3 clusters Score -6442966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 118114 members Entering Unmasked Estep Score: -6442969.500000 Penalty: 1063.193359 Iteration 68Q: 3 clusters Score -6442970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 118117 members Entering Unmasked Estep Score: -6442980.500000 Penalty: 1063.193359 Iteration 69Q: 3 clusters Score -6442980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 118120 members Entering Unmasked Estep Score: -6442978.500000 Penalty: 1063.193359 Iteration 70Q: 3 clusters Score -6442978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 118125 members Entering Unmasked Estep Score: -6442977.000000 Penalty: 1063.193359 Iteration 71Q: 3 clusters Score -6442977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 118128 members Entering Unmasked Estep Score: -6442983.500000 Penalty: 1063.193359 Iteration 72Q: 3 clusters Score -6442984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 118130 members Entering Unmasked Estep Score: -6442983.000000 Penalty: 1063.193359 Iteration 73Q: 3 clusters Score -6442983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 118130 members Entering Unmasked Estep Score: -6442983.000000 Penalty: 1063.193359 Iteration 74F: 3 clusters Score -6442983 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Entering Unmasked Estep Score: -1362289.625000 Penalty: 462.502502 Iteration 0F: 2 clusters Score -1362290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -1345063.875000 Penalty: 925.005005 Iteration 0F: 3 clusters Score -1345064 nChanged 12295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -1352562.875000 Penalty: 925.005005 Iteration 1F: 3 clusters Score -1352563 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -1353485.625000 Penalty: 925.005005 Iteration 2F: 3 clusters Score -1353486 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 17618 members Entering Unmasked Estep Score: -1354742.250000 Penalty: 925.005005 Iteration 3F: 3 clusters Score -1354742 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 19352 members Entering Unmasked Estep Score: -1356127.625000 Penalty: 925.005005 Iteration 4F: 3 clusters Score -1356128 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 21087 members Entering Unmasked Estep Score: -1357530.875000 Penalty: 925.005005 Iteration 5F: 3 clusters Score -1357531 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 22655 members Entering Unmasked Estep Score: -1358880.875000 Penalty: 925.005005 Iteration 6F: 3 clusters Score -1358881 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -1360000.375000 Penalty: 925.005005 Iteration 7Q: 3 clusters Score -1360000 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 24864 members Entering Unmasked Estep Score: -1360854.500000 Penalty: 925.005005 Iteration 8Q: 3 clusters Score -1360854 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 25446 members Entering Unmasked Estep Score: -1361407.375000 Penalty: 925.005005 Iteration 9Q: 3 clusters Score -1361407 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 25752 members Entering Unmasked Estep Score: -1361711.125000 Penalty: 925.005005 Iteration 10Q: 3 clusters Score -1361711 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 25851 members Entering Unmasked Estep Score: -1361816.875000 Penalty: 925.005005 Iteration 11Q: 3 clusters Score -1361817 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 25903 members Entering Unmasked Estep Score: -1361882.500000 Penalty: 925.005005 Iteration 12Q: 3 clusters Score -1361882 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 25912 members Entering Unmasked Estep Score: -1361896.875000 Penalty: 925.005005 Iteration 13Q: 3 clusters Score -1361897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 25913 members Entering Unmasked Estep Score: -1361906.875000 Penalty: 925.005005 Iteration 14Q: 3 clusters Score -1361907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 25915 members Entering Unmasked Estep Score: -1361916.125000 Penalty: 925.005005 Iteration 15Q: 3 clusters Score -1361916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 25912 members Entering Unmasked Estep Score: -1361919.125000 Penalty: 925.005005 Iteration 16Q: 3 clusters Score -1361919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 25913 members Entering Unmasked Estep Score: -1361920.875000 Penalty: 925.005005 Iteration 17Q: 3 clusters Score -1361921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 25914 members Entering Unmasked Estep Score: -1361920.750000 Penalty: 925.005005 Iteration 18Q: 3 clusters Score -1361921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 25914 members Entering Unmasked Estep Score: -1361920.750000 Penalty: 925.005005 Iteration 19F: 3 clusters Score -1361921 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Entering Unmasked Estep Score: -134348.953125 Penalty: 362.448120 Iteration 0F: 2 clusters Score -134349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -132339.343750 Penalty: 724.896240 Iteration 0F: 3 clusters Score -132339.3 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -133159.875000 Penalty: 724.896240 Iteration 1F: 3 clusters Score -133159.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -133337.796875 Penalty: 724.896240 Iteration 2F: 3 clusters Score -133337.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -133447.718750 Penalty: 724.896240 Iteration 3F: 3 clusters Score -133447.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -133533.546875 Penalty: 724.896240 Iteration 4Q: 3 clusters Score -133533.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -133586.406250 Penalty: 724.896240 Iteration 5Q: 3 clusters Score -133586.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -133620.906250 Penalty: 724.896240 Iteration 6Q: 3 clusters Score -133620.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -133643.218750 Penalty: 724.896240 Iteration 7Q: 3 clusters Score -133643.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -133655.906250 Penalty: 724.896240 Iteration 8Q: 3 clusters Score -133655.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -133669.156250 Penalty: 724.896240 Iteration 9Q: 3 clusters Score -133669.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -133680.203125 Penalty: 724.896240 Iteration 10Q: 3 clusters Score -133680.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -133686.875000 Penalty: 724.896240 Iteration 11Q: 3 clusters Score -133686.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -133695.875000 Penalty: 724.896240 Iteration 12Q: 3 clusters Score -133695.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -133705.406250 Penalty: 724.896240 Iteration 13Q: 3 clusters Score -133705.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -133715.359375 Penalty: 724.896240 Iteration 14Q: 3 clusters Score -133715.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -133723.250000 Penalty: 724.896240 Iteration 15Q: 3 clusters Score -133723.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -133732.218750 Penalty: 724.896240 Iteration 16Q: 3 clusters Score -133732.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -133738.781250 Penalty: 724.896240 Iteration 17Q: 3 clusters Score -133738.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -133747.343750 Penalty: 724.896240 Iteration 18Q: 3 clusters Score -133747.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -133755.312500 Penalty: 724.896240 Iteration 19Q: 3 clusters Score -133755.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -133765.250000 Penalty: 724.896240 Iteration 20F: 3 clusters Score -133765.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -133771.750000 Penalty: 724.896240 Iteration 21Q: 3 clusters Score -133771.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -133776.953125 Penalty: 724.896240 Iteration 22Q: 3 clusters Score -133777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -133779.890625 Penalty: 724.896240 Iteration 23Q: 3 clusters Score -133779.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -133785.156250 Penalty: 724.896240 Iteration 24Q: 3 clusters Score -133785.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -133792.812500 Penalty: 724.896240 Iteration 25Q: 3 clusters Score -133792.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -133800.250000 Penalty: 724.896240 Iteration 26Q: 3 clusters Score -133800.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -133808.750000 Penalty: 724.896240 Iteration 27Q: 3 clusters Score -133808.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -133820.046875 Penalty: 724.896240 Iteration 28Q: 3 clusters Score -133820 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -133828.078125 Penalty: 724.896240 Iteration 29Q: 3 clusters Score -133828.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -133837.234375 Penalty: 724.896240 Iteration 30Q: 3 clusters Score -133837.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -133846.468750 Penalty: 724.896240 Iteration 31Q: 3 clusters Score -133846.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -133858.781250 Penalty: 724.896240 Iteration 32Q: 3 clusters Score -133858.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -133879.109375 Penalty: 724.896240 Iteration 33Q: 3 clusters Score -133879.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -133895.343750 Penalty: 724.896240 Iteration 34Q: 3 clusters Score -133895.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -133908.984375 Penalty: 724.896240 Iteration 35Q: 3 clusters Score -133909 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -133921.656250 Penalty: 724.896240 Iteration 36Q: 3 clusters Score -133921.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -133934.218750 Penalty: 724.896240 Iteration 37Q: 3 clusters Score -133934.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -133942.703125 Penalty: 724.896240 Iteration 38Q: 3 clusters Score -133942.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -133948.000000 Penalty: 724.896240 Iteration 39Q: 3 clusters Score -133948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -133952.125000 Penalty: 724.896240 Iteration 40F: 3 clusters Score -133952.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -133956.531250 Penalty: 724.896240 Iteration 41Q: 3 clusters Score -133956.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -133959.593750 Penalty: 724.896240 Iteration 42Q: 3 clusters Score -133959.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -133961.578125 Penalty: 724.896240 Iteration 43Q: 3 clusters Score -133961.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -133964.734375 Penalty: 724.896240 Iteration 44Q: 3 clusters Score -133964.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -133969.609375 Penalty: 724.896240 Iteration 45Q: 3 clusters Score -133969.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -133974.687500 Penalty: 724.896240 Iteration 46Q: 3 clusters Score -133974.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -133983.734375 Penalty: 724.896240 Iteration 47Q: 3 clusters Score -133983.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -133991.359375 Penalty: 724.896240 Iteration 48Q: 3 clusters Score -133991.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -133997.656250 Penalty: 724.896240 Iteration 49Q: 3 clusters Score -133997.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -134004.234375 Penalty: 724.896240 Iteration 50Q: 3 clusters Score -134004.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -134009.593750 Penalty: 724.896240 Iteration 51Q: 3 clusters Score -134009.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -134015.593750 Penalty: 724.896240 Iteration 52Q: 3 clusters Score -134015.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -134020.984375 Penalty: 724.896240 Iteration 53Q: 3 clusters Score -134021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -134022.890625 Penalty: 724.896240 Iteration 54Q: 3 clusters Score -134022.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -134025.453125 Penalty: 724.896240 Iteration 55Q: 3 clusters Score -134025.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -134027.062500 Penalty: 724.896240 Iteration 56Q: 3 clusters Score -134027.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -134028.531250 Penalty: 724.896240 Iteration 57Q: 3 clusters Score -134028.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -134028.875000 Penalty: 724.896240 Iteration 58Q: 3 clusters Score -134028.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -134029.859375 Penalty: 724.896240 Iteration 59Q: 3 clusters Score -134029.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -134030.609375 Penalty: 724.896240 Iteration 60F: 3 clusters Score -134030.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -134031.187500 Penalty: 724.896240 Iteration 61Q: 3 clusters Score -134031.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -134032.140625 Penalty: 724.896240 Iteration 62Q: 3 clusters Score -134032.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -134032.859375 Penalty: 724.896240 Iteration 63Q: 3 clusters Score -134032.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -134032.984375 Penalty: 724.896240 Iteration 64Q: 3 clusters Score -134033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -134032.953125 Penalty: 724.896240 Iteration 65Q: 3 clusters Score -134033 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -134032.953125 Penalty: 724.896240 Iteration 66F: 3 clusters Score -134033 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Entering Unmasked Estep Score: -198168.062500 Penalty: 371.381531 Iteration 0F: 2 clusters Score -198168.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -195703.890625 Penalty: 742.763062 Iteration 0F: 3 clusters Score -195703.9 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -196636.906250 Penalty: 742.763062 Iteration 1F: 3 clusters Score -196636.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -196798.062500 Penalty: 742.763062 Iteration 2F: 3 clusters Score -196798.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -196931.765625 Penalty: 742.763062 Iteration 3F: 3 clusters Score -196931.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -197079.562500 Penalty: 742.763062 Iteration 4F: 3 clusters Score -197079.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -197226.078125 Penalty: 742.763062 Iteration 5F: 3 clusters Score -197226.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -197351.718750 Penalty: 742.763062 Iteration 6F: 3 clusters Score -197351.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -197448.671875 Penalty: 742.763062 Iteration 7Q: 3 clusters Score -197448.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -197505.593750 Penalty: 742.763062 Iteration 8Q: 3 clusters Score -197505.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -197547.203125 Penalty: 742.763062 Iteration 9Q: 3 clusters Score -197547.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -197590.593750 Penalty: 742.763062 Iteration 10Q: 3 clusters Score -197590.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -197635.093750 Penalty: 742.763062 Iteration 11Q: 3 clusters Score -197635.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -197671.625000 Penalty: 742.763062 Iteration 12Q: 3 clusters Score -197671.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -197696.421875 Penalty: 742.763062 Iteration 13Q: 3 clusters Score -197696.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -197712.859375 Penalty: 742.763062 Iteration 14Q: 3 clusters Score -197712.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -197731.265625 Penalty: 742.763062 Iteration 15Q: 3 clusters Score -197731.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -197747.437500 Penalty: 742.763062 Iteration 16Q: 3 clusters Score -197747.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -197762.296875 Penalty: 742.763062 Iteration 17Q: 3 clusters Score -197762.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -197778.546875 Penalty: 742.763062 Iteration 18Q: 3 clusters Score -197778.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -197794.953125 Penalty: 742.763062 Iteration 19Q: 3 clusters Score -197795 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -197808.921875 Penalty: 742.763062 Iteration 20F: 3 clusters Score -197808.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -197821.203125 Penalty: 742.763062 Iteration 21Q: 3 clusters Score -197821.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -197833.796875 Penalty: 742.763062 Iteration 22Q: 3 clusters Score -197833.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -197845.328125 Penalty: 742.763062 Iteration 23Q: 3 clusters Score -197845.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -197851.718750 Penalty: 742.763062 Iteration 24Q: 3 clusters Score -197851.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -197855.406250 Penalty: 742.763062 Iteration 25Q: 3 clusters Score -197855.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -197856.781250 Penalty: 742.763062 Iteration 26Q: 3 clusters Score -197856.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -197857.000000 Penalty: 742.763062 Iteration 27Q: 3 clusters Score -197857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -197857.546875 Penalty: 742.763062 Iteration 28Q: 3 clusters Score -197857.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -197858.000000 Penalty: 742.763062 Iteration 29Q: 3 clusters Score -197858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -197858.484375 Penalty: 742.763062 Iteration 30Q: 3 clusters Score -197858.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -197858.656250 Penalty: 742.763062 Iteration 31Q: 3 clusters Score -197858.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -197858.656250 Penalty: 742.763062 Iteration 32F: 3 clusters Score -197858.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Entering Unmasked Estep Score: -260220.703125 Penalty: 383.560028 Iteration 0F: 2 clusters Score -260220.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -257110.000000 Penalty: 767.120056 Iteration 0F: 3 clusters Score -257110 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -258425.703125 Penalty: 767.120056 Iteration 1F: 3 clusters Score -258425.7 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -258559.187500 Penalty: 767.120056 Iteration 2F: 3 clusters Score -258559.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -258708.250000 Penalty: 767.120056 Iteration 3F: 3 clusters Score -258708.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -258876.687500 Penalty: 767.120056 Iteration 4F: 3 clusters Score -258876.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -259079.640625 Penalty: 767.120056 Iteration 5F: 3 clusters Score -259079.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -259238.265625 Penalty: 767.120056 Iteration 6F: 3 clusters Score -259238.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -259369.250000 Penalty: 767.120056 Iteration 7Q: 3 clusters Score -259369.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -259460.765625 Penalty: 767.120056 Iteration 8Q: 3 clusters Score -259460.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -259519.656250 Penalty: 767.120056 Iteration 9Q: 3 clusters Score -259519.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -259561.656250 Penalty: 767.120056 Iteration 10Q: 3 clusters Score -259561.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -259598.046875 Penalty: 767.120056 Iteration 11Q: 3 clusters Score -259598 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -259629.984375 Penalty: 767.120056 Iteration 12Q: 3 clusters Score -259630 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -259659.296875 Penalty: 767.120056 Iteration 13Q: 3 clusters Score -259659.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -259679.171875 Penalty: 767.120056 Iteration 14Q: 3 clusters Score -259679.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -259691.828125 Penalty: 767.120056 Iteration 15Q: 3 clusters Score -259691.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -259705.718750 Penalty: 767.120056 Iteration 16Q: 3 clusters Score -259705.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -259718.046875 Penalty: 767.120056 Iteration 17Q: 3 clusters Score -259718 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -259728.312500 Penalty: 767.120056 Iteration 18Q: 3 clusters Score -259728.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -259737.765625 Penalty: 767.120056 Iteration 19Q: 3 clusters Score -259737.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -259744.296875 Penalty: 767.120056 Iteration 20F: 3 clusters Score -259744.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -259747.296875 Penalty: 767.120056 Iteration 21Q: 3 clusters Score -259747.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -259750.625000 Penalty: 767.120056 Iteration 22Q: 3 clusters Score -259750.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -259754.765625 Penalty: 767.120056 Iteration 23Q: 3 clusters Score -259754.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -259757.484375 Penalty: 767.120056 Iteration 24Q: 3 clusters Score -259757.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -259759.984375 Penalty: 767.120056 Iteration 25Q: 3 clusters Score -259760 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -259764.734375 Penalty: 767.120056 Iteration 26Q: 3 clusters Score -259764.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -259768.031250 Penalty: 767.120056 Iteration 27Q: 3 clusters Score -259768 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -259775.078125 Penalty: 767.120056 Iteration 28Q: 3 clusters Score -259775.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -259780.687500 Penalty: 767.120056 Iteration 29Q: 3 clusters Score -259780.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -259785.218750 Penalty: 767.120056 Iteration 30Q: 3 clusters Score -259785.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -259789.703125 Penalty: 767.120056 Iteration 31Q: 3 clusters Score -259789.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -259795.562500 Penalty: 767.120056 Iteration 32Q: 3 clusters Score -259795.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -259801.578125 Penalty: 767.120056 Iteration 33Q: 3 clusters Score -259801.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -259806.203125 Penalty: 767.120056 Iteration 34Q: 3 clusters Score -259806.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -259810.312500 Penalty: 767.120056 Iteration 35Q: 3 clusters Score -259810.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -259813.515625 Penalty: 767.120056 Iteration 36Q: 3 clusters Score -259813.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -259817.375000 Penalty: 767.120056 Iteration 37Q: 3 clusters Score -259817.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -259820.671875 Penalty: 767.120056 Iteration 38Q: 3 clusters Score -259820.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -259822.421875 Penalty: 767.120056 Iteration 39Q: 3 clusters Score -259822.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -259823.828125 Penalty: 767.120056 Iteration 40F: 3 clusters Score -259823.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -259825.078125 Penalty: 767.120056 Iteration 41Q: 3 clusters Score -259825.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -259827.125000 Penalty: 767.120056 Iteration 42Q: 3 clusters Score -259827.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -259828.515625 Penalty: 767.120056 Iteration 43Q: 3 clusters Score -259828.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -259828.453125 Penalty: 767.120056 Iteration 44Q: 3 clusters Score -259828.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -259829.406250 Penalty: 767.120056 Iteration 45Q: 3 clusters Score -259829.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -259829.828125 Penalty: 767.120056 Iteration 46Q: 3 clusters Score -259829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -259830.484375 Penalty: 767.120056 Iteration 47Q: 3 clusters Score -259830.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -259830.968750 Penalty: 767.120056 Iteration 48Q: 3 clusters Score -259831 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -259831.390625 Penalty: 767.120056 Iteration 49Q: 3 clusters Score -259831.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -259831.546875 Penalty: 767.120056 Iteration 50Q: 3 clusters Score -259831.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -259831.546875 Penalty: 767.120056 Iteration 51F: 3 clusters Score -259831.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Entering Unmasked Estep Score: -87088.414062 Penalty: 337.826660 Iteration 0F: 2 clusters Score -87088.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -85852.781250 Penalty: 675.653320 Iteration 0F: 3 clusters Score -85852.78 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -86310.382812 Penalty: 675.653320 Iteration 1F: 3 clusters Score -86310.38 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -86379.468750 Penalty: 675.653320 Iteration 2F: 3 clusters Score -86379.47 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -86427.843750 Penalty: 675.653320 Iteration 3F: 3 clusters Score -86427.84 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -86468.742188 Penalty: 675.653320 Iteration 4Q: 3 clusters Score -86468.74 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -86507.054688 Penalty: 675.653320 Iteration 5Q: 3 clusters Score -86507.05 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -86549.375000 Penalty: 675.653320 Iteration 6Q: 3 clusters Score -86549.38 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -86583.164062 Penalty: 675.653320 Iteration 7Q: 3 clusters Score -86583.16 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -86601.000000 Penalty: 675.653320 Iteration 8Q: 3 clusters Score -86601 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -86614.078125 Penalty: 675.653320 Iteration 9Q: 3 clusters Score -86614.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -86622.492188 Penalty: 675.653320 Iteration 10Q: 3 clusters Score -86622.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -86629.000000 Penalty: 675.653320 Iteration 11Q: 3 clusters Score -86629 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -86634.132812 Penalty: 675.653320 Iteration 12Q: 3 clusters Score -86634.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -86637.359375 Penalty: 675.653320 Iteration 13Q: 3 clusters Score -86637.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -86641.593750 Penalty: 675.653320 Iteration 14Q: 3 clusters Score -86641.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -86644.453125 Penalty: 675.653320 Iteration 15Q: 3 clusters Score -86644.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -86647.351562 Penalty: 675.653320 Iteration 16Q: 3 clusters Score -86647.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -86651.015625 Penalty: 675.653320 Iteration 17Q: 3 clusters Score -86651.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -86653.750000 Penalty: 675.653320 Iteration 18Q: 3 clusters Score -86653.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -86655.726562 Penalty: 675.653320 Iteration 19Q: 3 clusters Score -86655.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -86657.398438 Penalty: 675.653320 Iteration 20F: 3 clusters Score -86657.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -86659.562500 Penalty: 675.653320 Iteration 21Q: 3 clusters Score -86659.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -86661.945312 Penalty: 675.653320 Iteration 22Q: 3 clusters Score -86661.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -86663.945312 Penalty: 675.653320 Iteration 23Q: 3 clusters Score -86663.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -86665.929688 Penalty: 675.653320 Iteration 24Q: 3 clusters Score -86665.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -86666.757812 Penalty: 675.653320 Iteration 25Q: 3 clusters Score -86666.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -86668.000000 Penalty: 675.653320 Iteration 26Q: 3 clusters Score -86668 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -86670.242188 Penalty: 675.653320 Iteration 27Q: 3 clusters Score -86670.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -86672.820312 Penalty: 675.653320 Iteration 28Q: 3 clusters Score -86672.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -86677.554688 Penalty: 675.653320 Iteration 29Q: 3 clusters Score -86677.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -86681.976562 Penalty: 675.653320 Iteration 30Q: 3 clusters Score -86681.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -86683.710938 Penalty: 675.653320 Iteration 31Q: 3 clusters Score -86683.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -86685.671875 Penalty: 675.653320 Iteration 32Q: 3 clusters Score -86685.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -86688.382812 Penalty: 675.653320 Iteration 33Q: 3 clusters Score -86688.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -86689.976562 Penalty: 675.653320 Iteration 34Q: 3 clusters Score -86689.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -86690.546875 Penalty: 675.653320 Iteration 35Q: 3 clusters Score -86690.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -86691.117188 Penalty: 675.653320 Iteration 36Q: 3 clusters Score -86691.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -86691.625000 Penalty: 675.653320 Iteration 37Q: 3 clusters Score -86691.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -86692.617188 Penalty: 675.653320 Iteration 38Q: 3 clusters Score -86692.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -86694.265625 Penalty: 675.653320 Iteration 39Q: 3 clusters Score -86694.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -86696.664062 Penalty: 675.653320 Iteration 40F: 3 clusters Score -86696.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -86698.390625 Penalty: 675.653320 Iteration 41Q: 3 clusters Score -86698.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -86700.539062 Penalty: 675.653320 Iteration 42Q: 3 clusters Score -86700.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -86703.109375 Penalty: 675.653320 Iteration 43Q: 3 clusters Score -86703.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -86705.539062 Penalty: 675.653320 Iteration 44Q: 3 clusters Score -86705.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -86708.734375 Penalty: 675.653320 Iteration 45Q: 3 clusters Score -86708.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -86711.960938 Penalty: 675.653320 Iteration 46Q: 3 clusters Score -86711.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -86718.562500 Penalty: 675.653320 Iteration 47Q: 3 clusters Score -86718.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -86722.468750 Penalty: 675.653320 Iteration 48Q: 3 clusters Score -86722.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -86725.921875 Penalty: 675.653320 Iteration 49Q: 3 clusters Score -86725.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -86730.179688 Penalty: 675.653320 Iteration 50Q: 3 clusters Score -86730.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -86736.812500 Penalty: 675.653320 Iteration 51Q: 3 clusters Score -86736.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -86742.812500 Penalty: 675.653320 Iteration 52Q: 3 clusters Score -86742.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -86750.984375 Penalty: 675.653320 Iteration 53Q: 3 clusters Score -86750.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -86760.117188 Penalty: 675.653320 Iteration 54Q: 3 clusters Score -86760.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -86769.843750 Penalty: 675.653320 Iteration 55Q: 3 clusters Score -86769.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -86780.531250 Penalty: 675.653320 Iteration 56Q: 3 clusters Score -86780.53 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -86789.210938 Penalty: 675.653320 Iteration 57Q: 3 clusters Score -86789.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -86795.671875 Penalty: 675.653320 Iteration 58Q: 3 clusters Score -86795.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -86800.593750 Penalty: 675.653320 Iteration 59Q: 3 clusters Score -86800.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -86805.617188 Penalty: 675.653320 Iteration 60F: 3 clusters Score -86805.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -86812.007812 Penalty: 675.653320 Iteration 61Q: 3 clusters Score -86812.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -86814.796875 Penalty: 675.653320 Iteration 62Q: 3 clusters Score -86814.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -86815.742188 Penalty: 675.653320 Iteration 63Q: 3 clusters Score -86815.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -86816.046875 Penalty: 675.653320 Iteration 64Q: 3 clusters Score -86816.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -86816.742188 Penalty: 675.653320 Iteration 65Q: 3 clusters Score -86816.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -86816.914062 Penalty: 675.653320 Iteration 66Q: 3 clusters Score -86816.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -86816.953125 Penalty: 675.653320 Iteration 67Q: 3 clusters Score -86816.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -86817.007812 Penalty: 675.653320 Iteration 68Q: 3 clusters Score -86817.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -86817.007812 Penalty: 675.653320 Iteration 69F: 3 clusters Score -86817.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (23158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23158 members Entering Unmasked Estep Score: -1215251.250000 Penalty: 457.279358 Iteration 0F: 2 clusters Score -1215251 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -1199723.125000 Penalty: 914.558716 Iteration 0F: 3 clusters Score -1199723 nChanged 11109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13066 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -1207039.375000 Penalty: 914.558716 Iteration 1F: 3 clusters Score -1207039 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13790 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -1208188.250000 Penalty: 914.558716 Iteration 2F: 3 clusters Score -1208188 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -1209510.500000 Penalty: 914.558716 Iteration 3F: 3 clusters Score -1209510 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -1210675.500000 Penalty: 914.558716 Iteration 4F: 3 clusters Score -1210676 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1211373.875000 Penalty: 914.558716 Iteration 5F: 3 clusters Score -1211374 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -1211681.125000 Penalty: 914.558716 Iteration 6Q: 3 clusters Score -1211681 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15636 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -1211828.375000 Penalty: 914.558716 Iteration 7Q: 3 clusters Score -1211828 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15883 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1211914.875000 Penalty: 914.558716 Iteration 8Q: 3 clusters Score -1211915 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16162 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1211991.375000 Penalty: 914.558716 Iteration 9Q: 3 clusters Score -1211991 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16456 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -1212082.625000 Penalty: 914.558716 Iteration 10Q: 3 clusters Score -1212083 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16758 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1212157.625000 Penalty: 914.558716 Iteration 11Q: 3 clusters Score -1212158 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17059 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1212249.125000 Penalty: 914.558716 Iteration 12Q: 3 clusters Score -1212249 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -1212338.500000 Penalty: 914.558716 Iteration 13Q: 3 clusters Score -1212338 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17707 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1212444.250000 Penalty: 914.558716 Iteration 14Q: 3 clusters Score -1212444 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1212559.625000 Penalty: 914.558716 Iteration 15Q: 3 clusters Score -1212560 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1212684.125000 Penalty: 914.558716 Iteration 16Q: 3 clusters Score -1212684 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18786 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1212832.000000 Penalty: 914.558716 Iteration 17Q: 3 clusters Score -1212832 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1212972.750000 Penalty: 914.558716 Iteration 18Q: 3 clusters Score -1212973 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19556 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1213141.375000 Penalty: 914.558716 Iteration 19Q: 3 clusters Score -1213141 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19980 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1213324.500000 Penalty: 914.558716 Iteration 20F: 3 clusters Score -1213324 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1213541.500000 Penalty: 914.558716 Iteration 21Q: 3 clusters Score -1213542 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20832 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1213772.000000 Penalty: 914.558716 Iteration 22Q: 3 clusters Score -1213772 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21210 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -1213979.500000 Penalty: 914.558716 Iteration 23Q: 3 clusters Score -1213980 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21533 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -1214165.250000 Penalty: 914.558716 Iteration 24Q: 3 clusters Score -1214165 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1214335.625000 Penalty: 914.558716 Iteration 25Q: 3 clusters Score -1214336 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22041 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1214450.375000 Penalty: 914.558716 Iteration 26Q: 3 clusters Score -1214450 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1214534.375000 Penalty: 914.558716 Iteration 27Q: 3 clusters Score -1214534 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22374 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1214627.750000 Penalty: 914.558716 Iteration 28Q: 3 clusters Score -1214628 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22497 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1214697.125000 Penalty: 914.558716 Iteration 29Q: 3 clusters Score -1214697 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22583 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1214739.000000 Penalty: 914.558716 Iteration 30Q: 3 clusters Score -1214739 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22666 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1214785.875000 Penalty: 914.558716 Iteration 31Q: 3 clusters Score -1214786 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22728 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1214822.000000 Penalty: 914.558716 Iteration 32Q: 3 clusters Score -1214822 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22765 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1214840.500000 Penalty: 914.558716 Iteration 33Q: 3 clusters Score -1214840 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22789 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1214848.250000 Penalty: 914.558716 Iteration 34Q: 3 clusters Score -1214848 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22811 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -1214861.750000 Penalty: 914.558716 Iteration 35Q: 3 clusters Score -1214862 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22827 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1214867.875000 Penalty: 914.558716 Iteration 36Q: 3 clusters Score -1214868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1214874.125000 Penalty: 914.558716 Iteration 37Q: 3 clusters Score -1214874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22853 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1214882.375000 Penalty: 914.558716 Iteration 38Q: 3 clusters Score -1214882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22866 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1214889.750000 Penalty: 914.558716 Iteration 39Q: 3 clusters Score -1214890 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22876 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1214896.125000 Penalty: 914.558716 Iteration 40F: 3 clusters Score -1214896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22886 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1214903.500000 Penalty: 914.558716 Iteration 41Q: 3 clusters Score -1214904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -1214909.625000 Penalty: 914.558716 Iteration 42Q: 3 clusters Score -1214910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1214914.750000 Penalty: 914.558716 Iteration 43Q: 3 clusters Score -1214915 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22905 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1214919.500000 Penalty: 914.558716 Iteration 44Q: 3 clusters Score -1214920 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22914 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1214925.875000 Penalty: 914.558716 Iteration 45Q: 3 clusters Score -1214926 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1214930.000000 Penalty: 914.558716 Iteration 46Q: 3 clusters Score -1214930 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1214935.250000 Penalty: 914.558716 Iteration 47Q: 3 clusters Score -1214935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22930 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1214940.500000 Penalty: 914.558716 Iteration 48Q: 3 clusters Score -1214940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22938 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1214943.375000 Penalty: 914.558716 Iteration 49Q: 3 clusters Score -1214943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22939 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1214946.500000 Penalty: 914.558716 Iteration 50Q: 3 clusters Score -1214946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22939 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1214946.500000 Penalty: 914.558716 Iteration 51F: 3 clusters Score -1214946 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Entering Unmasked Estep Score: -121058.726562 Penalty: 358.850922 Iteration 0F: 2 clusters Score -121058.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -119158.703125 Penalty: 717.701843 Iteration 0F: 3 clusters Score -119158.7 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -119803.828125 Penalty: 717.701843 Iteration 1F: 3 clusters Score -119803.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -119908.875000 Penalty: 717.701843 Iteration 2F: 3 clusters Score -119908.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -120014.156250 Penalty: 717.701843 Iteration 3F: 3 clusters Score -120014.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -120133.320312 Penalty: 717.701843 Iteration 4F: 3 clusters Score -120133.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -120243.179688 Penalty: 717.701843 Iteration 5F: 3 clusters Score -120243.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -120337.812500 Penalty: 717.701843 Iteration 6F: 3 clusters Score -120337.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -120403.304688 Penalty: 717.701843 Iteration 7Q: 3 clusters Score -120403.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -120476.664062 Penalty: 717.701843 Iteration 8Q: 3 clusters Score -120476.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -120536.406250 Penalty: 717.701843 Iteration 9Q: 3 clusters Score -120536.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -120585.234375 Penalty: 717.701843 Iteration 10Q: 3 clusters Score -120585.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -120630.828125 Penalty: 717.701843 Iteration 11Q: 3 clusters Score -120630.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -120670.734375 Penalty: 717.701843 Iteration 12Q: 3 clusters Score -120670.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -120707.070312 Penalty: 717.701843 Iteration 13Q: 3 clusters Score -120707.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -120733.140625 Penalty: 717.701843 Iteration 14Q: 3 clusters Score -120733.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -120758.085938 Penalty: 717.701843 Iteration 15Q: 3 clusters Score -120758.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -120775.515625 Penalty: 717.701843 Iteration 16Q: 3 clusters Score -120775.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -120787.210938 Penalty: 717.701843 Iteration 17Q: 3 clusters Score -120787.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -120793.976562 Penalty: 717.701843 Iteration 18Q: 3 clusters Score -120794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -120798.781250 Penalty: 717.701843 Iteration 19Q: 3 clusters Score -120798.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -120800.656250 Penalty: 717.701843 Iteration 20F: 3 clusters Score -120800.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -120801.445312 Penalty: 717.701843 Iteration 21Q: 3 clusters Score -120801.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -120802.632812 Penalty: 717.701843 Iteration 22Q: 3 clusters Score -120802.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -120803.375000 Penalty: 717.701843 Iteration 23Q: 3 clusters Score -120803.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -120805.507812 Penalty: 717.701843 Iteration 24Q: 3 clusters Score -120805.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -120808.054688 Penalty: 717.701843 Iteration 25Q: 3 clusters Score -120808.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -120810.421875 Penalty: 717.701843 Iteration 26Q: 3 clusters Score -120810.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -120812.273438 Penalty: 717.701843 Iteration 27Q: 3 clusters Score -120812.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -120815.492188 Penalty: 717.701843 Iteration 28Q: 3 clusters Score -120815.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -120817.507812 Penalty: 717.701843 Iteration 29Q: 3 clusters Score -120817.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -120818.070312 Penalty: 717.701843 Iteration 30Q: 3 clusters Score -120818.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -120818.718750 Penalty: 717.701843 Iteration 31Q: 3 clusters Score -120818.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -120818.718750 Penalty: 717.701843 Iteration 32F: 3 clusters Score -120818.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Entering Unmasked Estep Score: -110770.968750 Penalty: 343.817474 Iteration 0F: 2 clusters Score -110771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -109406.695312 Penalty: 687.634949 Iteration 0F: 3 clusters Score -109406.7 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -109881.703125 Penalty: 687.634949 Iteration 1F: 3 clusters Score -109881.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -110032.320312 Penalty: 687.634949 Iteration 2F: 3 clusters Score -110032.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -110150.937500 Penalty: 687.634949 Iteration 3F: 3 clusters Score -110150.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -110252.484375 Penalty: 687.634949 Iteration 4F: 3 clusters Score -110252.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -110333.460938 Penalty: 687.634949 Iteration 5Q: 3 clusters Score -110333.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -110398.187500 Penalty: 687.634949 Iteration 6Q: 3 clusters Score -110398.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -110444.953125 Penalty: 687.634949 Iteration 7Q: 3 clusters Score -110445 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -110469.085938 Penalty: 687.634949 Iteration 8Q: 3 clusters Score -110469.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -110484.046875 Penalty: 687.634949 Iteration 9Q: 3 clusters Score -110484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -110491.546875 Penalty: 687.634949 Iteration 10Q: 3 clusters Score -110491.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -110496.132812 Penalty: 687.634949 Iteration 11Q: 3 clusters Score -110496.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -110500.296875 Penalty: 687.634949 Iteration 12Q: 3 clusters Score -110500.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -110502.140625 Penalty: 687.634949 Iteration 13Q: 3 clusters Score -110502.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -110502.757812 Penalty: 687.634949 Iteration 14Q: 3 clusters Score -110502.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -110502.734375 Penalty: 687.634949 Iteration 15Q: 3 clusters Score -110502.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -110502.734375 Penalty: 687.634949 Iteration 16F: 3 clusters Score -110502.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Entering Unmasked Estep Score: -185228.812500 Penalty: 372.115295 Iteration 0F: 2 clusters Score -185228.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -182785.421875 Penalty: 744.230591 Iteration 0F: 3 clusters Score -182785.4 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -183715.953125 Penalty: 744.230591 Iteration 1F: 3 clusters Score -183716 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -183860.984375 Penalty: 744.230591 Iteration 2F: 3 clusters Score -183861 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -184009.703125 Penalty: 744.230591 Iteration 3F: 3 clusters Score -184009.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -184177.765625 Penalty: 744.230591 Iteration 4F: 3 clusters Score -184177.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -184364.046875 Penalty: 744.230591 Iteration 5F: 3 clusters Score -184364 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -184547.421875 Penalty: 744.230591 Iteration 6F: 3 clusters Score -184547.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -184736.781250 Penalty: 744.230591 Iteration 7F: 3 clusters Score -184736.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -184888.578125 Penalty: 744.230591 Iteration 8Q: 3 clusters Score -184888.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -184986.656250 Penalty: 744.230591 Iteration 9Q: 3 clusters Score -184986.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -185033.812500 Penalty: 744.230591 Iteration 10Q: 3 clusters Score -185033.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -185064.031250 Penalty: 744.230591 Iteration 11Q: 3 clusters Score -185064 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -185100.250000 Penalty: 744.230591 Iteration 12Q: 3 clusters Score -185100.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -185152.843750 Penalty: 744.230591 Iteration 13Q: 3 clusters Score -185152.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -185220.468750 Penalty: 744.230591 Iteration 14Q: 3 clusters Score -185220.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -185287.687500 Penalty: 744.230591 Iteration 15Q: 3 clusters Score -185287.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -185320.375000 Penalty: 744.230591 Iteration 16Q: 3 clusters Score -185320.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -185339.390625 Penalty: 744.230591 Iteration 17Q: 3 clusters Score -185339.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -185346.906250 Penalty: 744.230591 Iteration 18Q: 3 clusters Score -185346.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -185349.484375 Penalty: 744.230591 Iteration 19Q: 3 clusters Score -185349.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -185351.515625 Penalty: 744.230591 Iteration 20F: 3 clusters Score -185351.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -185353.484375 Penalty: 744.230591 Iteration 21Q: 3 clusters Score -185353.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -185354.734375 Penalty: 744.230591 Iteration 22Q: 3 clusters Score -185354.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -185355.328125 Penalty: 744.230591 Iteration 23Q: 3 clusters Score -185355.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -185355.328125 Penalty: 744.230591 Iteration 24F: 3 clusters Score -185355.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5358 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23158 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 2595 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 25808 members Mstep: Class 21 contains 7379 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Mstep: Class 34 contains 968 members Entering Unmasked Estep Score: -21382388.000000 Penalty: 20006.701172 Splitting cluster 15 changes total score from -21382486.000000 to -21382388.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (1292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Entering Unmasked Estep Score: -67110.390625 Penalty: 325.959564 Iteration 0F: 2 clusters Score -67110.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -66108.062500 Penalty: 651.919128 Iteration 0F: 3 clusters Score -66108.06 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -66411.531250 Penalty: 651.919128 Iteration 1F: 3 clusters Score -66411.53 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -66510.585938 Penalty: 651.919128 Iteration 2F: 3 clusters Score -66510.59 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -66580.007812 Penalty: 651.919128 Iteration 3F: 3 clusters Score -66580.01 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -66628.437500 Penalty: 651.919128 Iteration 4Q: 3 clusters Score -66628.44 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -66667.281250 Penalty: 651.919128 Iteration 5Q: 3 clusters Score -66667.28 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -66698.156250 Penalty: 651.919128 Iteration 6Q: 3 clusters Score -66698.16 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -66716.429688 Penalty: 651.919128 Iteration 7Q: 3 clusters Score -66716.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -66727.367188 Penalty: 651.919128 Iteration 8Q: 3 clusters Score -66727.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -66734.585938 Penalty: 651.919128 Iteration 9Q: 3 clusters Score -66734.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -66743.085938 Penalty: 651.919128 Iteration 10Q: 3 clusters Score -66743.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -66750.484375 Penalty: 651.919128 Iteration 11Q: 3 clusters Score -66750.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -66757.023438 Penalty: 651.919128 Iteration 12Q: 3 clusters Score -66757.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -66763.046875 Penalty: 651.919128 Iteration 13Q: 3 clusters Score -66763.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -66771.125000 Penalty: 651.919128 Iteration 14Q: 3 clusters Score -66771.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -66777.976562 Penalty: 651.919128 Iteration 15Q: 3 clusters Score -66777.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -66782.187500 Penalty: 651.919128 Iteration 16Q: 3 clusters Score -66782.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -66785.390625 Penalty: 651.919128 Iteration 17Q: 3 clusters Score -66785.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -66788.773438 Penalty: 651.919128 Iteration 18Q: 3 clusters Score -66788.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -66792.296875 Penalty: 651.919128 Iteration 19Q: 3 clusters Score -66792.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -66794.546875 Penalty: 651.919128 Iteration 20F: 3 clusters Score -66794.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -66799.515625 Penalty: 651.919128 Iteration 21Q: 3 clusters Score -66799.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -66804.531250 Penalty: 651.919128 Iteration 22Q: 3 clusters Score -66804.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -66807.218750 Penalty: 651.919128 Iteration 23Q: 3 clusters Score -66807.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -66812.234375 Penalty: 651.919128 Iteration 24Q: 3 clusters Score -66812.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -66815.656250 Penalty: 651.919128 Iteration 25Q: 3 clusters Score -66815.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -66818.695312 Penalty: 651.919128 Iteration 26Q: 3 clusters Score -66818.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -66824.179688 Penalty: 651.919128 Iteration 27Q: 3 clusters Score -66824.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -66827.359375 Penalty: 651.919128 Iteration 28Q: 3 clusters Score -66827.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -66829.390625 Penalty: 651.919128 Iteration 29Q: 3 clusters Score -66829.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -66831.609375 Penalty: 651.919128 Iteration 30Q: 3 clusters Score -66831.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -66833.773438 Penalty: 651.919128 Iteration 31Q: 3 clusters Score -66833.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -66834.625000 Penalty: 651.919128 Iteration 32Q: 3 clusters Score -66834.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -66834.812500 Penalty: 651.919128 Iteration 33Q: 3 clusters Score -66834.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -66834.812500 Penalty: 651.919128 Iteration 34F: 3 clusters Score -66834.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Entering Unmasked Estep Score: -1165079.500000 Penalty: 455.009369 Iteration 0F: 2 clusters Score -1165080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1150310.500000 Penalty: 910.018738 Iteration 0F: 3 clusters Score -1150310 nChanged 10450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -1156568.125000 Penalty: 910.018738 Iteration 1F: 3 clusters Score -1156568 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1157007.000000 Penalty: 910.018738 Iteration 2Q: 3 clusters Score -1157007 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -1157618.250000 Penalty: 910.018738 Iteration 3F: 3 clusters Score -1157618 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1158461.875000 Penalty: 910.018738 Iteration 4F: 3 clusters Score -1158462 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -1159514.875000 Penalty: 910.018738 Iteration 5F: 3 clusters Score -1159515 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 11914 members Entering Unmasked Estep Score: -1160529.000000 Penalty: 910.018738 Iteration 6F: 3 clusters Score -1160529 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -1161184.125000 Penalty: 910.018738 Iteration 7F: 3 clusters Score -1161184 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 12060 members Entering Unmasked Estep Score: -1161464.125000 Penalty: 910.018738 Iteration 8Q: 3 clusters Score -1161464 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 12051 members Entering Unmasked Estep Score: -1161584.000000 Penalty: 910.018738 Iteration 9Q: 3 clusters Score -1161584 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1161674.125000 Penalty: 910.018738 Iteration 10Q: 3 clusters Score -1161674 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -1161749.125000 Penalty: 910.018738 Iteration 11Q: 3 clusters Score -1161749 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1161838.625000 Penalty: 910.018738 Iteration 12Q: 3 clusters Score -1161839 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -1161925.125000 Penalty: 910.018738 Iteration 13Q: 3 clusters Score -1161925 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -1162023.125000 Penalty: 910.018738 Iteration 14Q: 3 clusters Score -1162023 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -1162120.250000 Penalty: 910.018738 Iteration 15Q: 3 clusters Score -1162120 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -1162226.250000 Penalty: 910.018738 Iteration 16Q: 3 clusters Score -1162226 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1162332.625000 Penalty: 910.018738 Iteration 17Q: 3 clusters Score -1162333 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -1162446.125000 Penalty: 910.018738 Iteration 18Q: 3 clusters Score -1162446 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -1162548.625000 Penalty: 910.018738 Iteration 19Q: 3 clusters Score -1162549 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -1162666.250000 Penalty: 910.018738 Iteration 20F: 3 clusters Score -1162666 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -1162768.875000 Penalty: 910.018738 Iteration 21Q: 3 clusters Score -1162769 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -1162863.250000 Penalty: 910.018738 Iteration 22Q: 3 clusters Score -1162863 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -1162936.125000 Penalty: 910.018738 Iteration 23Q: 3 clusters Score -1162936 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -1162995.000000 Penalty: 910.018738 Iteration 24Q: 3 clusters Score -1162995 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1163037.875000 Penalty: 910.018738 Iteration 25Q: 3 clusters Score -1163038 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -1163056.625000 Penalty: 910.018738 Iteration 26Q: 3 clusters Score -1163057 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1163073.000000 Penalty: 910.018738 Iteration 27Q: 3 clusters Score -1163073 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1163083.875000 Penalty: 910.018738 Iteration 28Q: 3 clusters Score -1163084 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -1163101.375000 Penalty: 910.018738 Iteration 29Q: 3 clusters Score -1163101 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -1163112.750000 Penalty: 910.018738 Iteration 30Q: 3 clusters Score -1163113 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -1163129.625000 Penalty: 910.018738 Iteration 31Q: 3 clusters Score -1163130 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -1163142.625000 Penalty: 910.018738 Iteration 32Q: 3 clusters Score -1163143 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -1163146.125000 Penalty: 910.018738 Iteration 33Q: 3 clusters Score -1163146 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -1163162.000000 Penalty: 910.018738 Iteration 34Q: 3 clusters Score -1163162 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -1163183.250000 Penalty: 910.018738 Iteration 35Q: 3 clusters Score -1163183 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -1163207.875000 Penalty: 910.018738 Iteration 36Q: 3 clusters Score -1163208 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -1163229.750000 Penalty: 910.018738 Iteration 37Q: 3 clusters Score -1163230 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 11413 members Entering Unmasked Estep Score: -1163252.750000 Penalty: 910.018738 Iteration 38Q: 3 clusters Score -1163253 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1163269.750000 Penalty: 910.018738 Iteration 39Q: 3 clusters Score -1163270 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10799 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1163281.875000 Penalty: 910.018738 Iteration 40F: 3 clusters Score -1163282 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -1163304.125000 Penalty: 910.018738 Iteration 41Q: 3 clusters Score -1163304 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1163314.500000 Penalty: 910.018738 Iteration 42Q: 3 clusters Score -1163314 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 10950 members Entering Unmasked Estep Score: -1163330.875000 Penalty: 910.018738 Iteration 43Q: 3 clusters Score -1163331 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -1163349.875000 Penalty: 910.018738 Iteration 44Q: 3 clusters Score -1163350 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -1163362.000000 Penalty: 910.018738 Iteration 45Q: 3 clusters Score -1163362 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 10619 members Entering Unmasked Estep Score: -1163385.125000 Penalty: 910.018738 Iteration 46Q: 3 clusters Score -1163385 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 10471 members Entering Unmasked Estep Score: -1163408.000000 Penalty: 910.018738 Iteration 47Q: 3 clusters Score -1163408 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -1163427.375000 Penalty: 910.018738 Iteration 48Q: 3 clusters Score -1163427 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -1163443.375000 Penalty: 910.018738 Iteration 49Q: 3 clusters Score -1163443 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -1163459.125000 Penalty: 910.018738 Iteration 50Q: 3 clusters Score -1163459 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1163474.375000 Penalty: 910.018738 Iteration 51Q: 3 clusters Score -1163474 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1163489.375000 Penalty: 910.018738 Iteration 52Q: 3 clusters Score -1163489 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -1163500.375000 Penalty: 910.018738 Iteration 53Q: 3 clusters Score -1163500 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -1163513.625000 Penalty: 910.018738 Iteration 54Q: 3 clusters Score -1163514 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -1163522.500000 Penalty: 910.018738 Iteration 55Q: 3 clusters Score -1163522 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -1163533.625000 Penalty: 910.018738 Iteration 56Q: 3 clusters Score -1163534 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -1163543.875000 Penalty: 910.018738 Iteration 57Q: 3 clusters Score -1163544 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12713 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -1163554.875000 Penalty: 910.018738 Iteration 58Q: 3 clusters Score -1163555 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1163561.875000 Penalty: 910.018738 Iteration 59Q: 3 clusters Score -1163562 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12883 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -1163571.375000 Penalty: 910.018738 Iteration 60F: 3 clusters Score -1163571 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -1163580.250000 Penalty: 910.018738 Iteration 61Q: 3 clusters Score -1163580 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: 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Estep Score: -1163619.750000 Penalty: 910.018738 Iteration 66Q: 3 clusters Score -1163620 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -1163628.625000 Penalty: 910.018738 Iteration 67Q: 3 clusters Score -1163629 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -1163635.750000 Penalty: 910.018738 Iteration 68Q: 3 clusters Score -1163636 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1163643.875000 Penalty: 910.018738 Iteration 69Q: 3 clusters Score -1163644 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -1163648.000000 Penalty: 910.018738 Iteration 70Q: 3 clusters Score -1163648 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -1163657.750000 Penalty: 910.018738 Iteration 71Q: 3 clusters Score -1163658 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13844 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -1163667.500000 Penalty: 910.018738 Iteration 72Q: 3 clusters Score -1163668 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -1163672.875000 Penalty: 910.018738 Iteration 73Q: 3 clusters Score -1163673 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -1163681.750000 Penalty: 910.018738 Iteration 74Q: 3 clusters Score -1163682 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14097 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1163688.000000 Penalty: 910.018738 Iteration 75Q: 3 clusters Score -1163688 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -1163702.750000 Penalty: 910.018738 Iteration 76Q: 3 clusters Score -1163703 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1163720.375000 Penalty: 910.018738 Iteration 77Q: 3 clusters Score -1163720 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1163736.375000 Penalty: 910.018738 Iteration 78Q: 3 clusters Score -1163736 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -1163749.125000 Penalty: 910.018738 Iteration 79Q: 3 clusters Score -1163749 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14639 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1163764.500000 Penalty: 910.018738 Iteration 80F: 3 clusters Score -1163764 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -1163767.500000 Penalty: 910.018738 Iteration 81Q: 3 clusters Score -1163768 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1163786.000000 Penalty: 910.018738 Iteration 82Q: 3 clusters Score -1163786 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1163803.000000 Penalty: 910.018738 Iteration 83Q: 3 clusters Score -1163803 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1163816.625000 Penalty: 910.018738 Iteration 84Q: 3 clusters Score -1163817 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1163828.500000 Penalty: 910.018738 Iteration 85Q: 3 clusters Score -1163828 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1163838.625000 Penalty: 910.018738 Iteration 86Q: 3 clusters Score -1163839 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -1163847.750000 Penalty: 910.018738 Iteration 87Q: 3 clusters Score -1163848 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -1163857.375000 Penalty: 910.018738 Iteration 88Q: 3 clusters Score -1163857 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15489 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1163864.375000 Penalty: 910.018738 Iteration 89Q: 3 clusters Score -1163864 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15561 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1163874.500000 Penalty: 910.018738 Iteration 90Q: 3 clusters Score -1163874 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1163883.000000 Penalty: 910.018738 Iteration 91Q: 3 clusters Score -1163883 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1163897.500000 Penalty: 910.018738 Iteration 92Q: 3 clusters Score -1163898 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1163910.375000 Penalty: 910.018738 Iteration 93Q: 3 clusters Score -1163910 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1163919.875000 Penalty: 910.018738 Iteration 94Q: 3 clusters Score -1163920 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1163936.750000 Penalty: 910.018738 Iteration 95Q: 3 clusters Score -1163937 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1163950.000000 Penalty: 910.018738 Iteration 96Q: 3 clusters Score -1163950 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1163952.750000 Penalty: 910.018738 Iteration 97Q: 3 clusters Score -1163953 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16230 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1163958.875000 Penalty: 910.018738 Iteration 98Q: 3 clusters Score -1163959 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16299 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1163967.750000 Penalty: 910.018738 Iteration 99Q: 3 clusters Score -1163968 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -1163970.125000 Penalty: 910.018738 Iteration 100F: 3 clusters Score -1163970 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1163973.625000 Penalty: 910.018738 Iteration 101Q: 3 clusters Score -1163974 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1163978.500000 Penalty: 910.018738 Iteration 102Q: 3 clusters Score -1163978 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16512 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -1163980.750000 Penalty: 910.018738 Iteration 103Q: 3 clusters Score -1163981 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1163982.500000 Penalty: 910.018738 Iteration 104Q: 3 clusters Score -1163982 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1163986.500000 Penalty: 910.018738 Iteration 105Q: 3 clusters Score -1163986 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16674 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1163996.625000 Penalty: 910.018738 Iteration 106Q: 3 clusters Score -1163997 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16743 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1164005.375000 Penalty: 910.018738 Iteration 107Q: 3 clusters Score -1164005 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -1164014.000000 Penalty: 910.018738 Iteration 108Q: 3 clusters Score -1164014 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16890 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1164024.750000 Penalty: 910.018738 Iteration 109Q: 3 clusters Score -1164025 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1164036.500000 Penalty: 910.018738 Iteration 110Q: 3 clusters Score -1164036 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17022 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1164046.500000 Penalty: 910.018738 Iteration 111Q: 3 clusters Score -1164046 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17088 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1164055.500000 Penalty: 910.018738 Iteration 112Q: 3 clusters Score -1164056 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1164062.750000 Penalty: 910.018738 Iteration 113Q: 3 clusters Score -1164063 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1164077.250000 Penalty: 910.018738 Iteration 114Q: 3 clusters Score -1164077 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1164086.875000 Penalty: 910.018738 Iteration 115Q: 3 clusters Score -1164087 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17380 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1164102.000000 Penalty: 910.018738 Iteration 116Q: 3 clusters Score -1164102 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -1164105.750000 Penalty: 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Unmasked Estep Score: -1164170.250000 Penalty: 910.018738 Iteration 125Q: 3 clusters Score -1164170 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18026 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1164176.750000 Penalty: 910.018738 Iteration 126Q: 3 clusters Score -1164177 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18092 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1164190.250000 Penalty: 910.018738 Iteration 127Q: 3 clusters Score -1164190 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18164 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1164205.125000 Penalty: 910.018738 Iteration 128Q: 3 clusters Score -1164205 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1164214.000000 Penalty: 910.018738 Iteration 129Q: 3 clusters Score -1164214 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18285 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1164219.500000 Penalty: 910.018738 Iteration 130Q: 3 clusters Score -1164220 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18353 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1164226.750000 Penalty: 910.018738 Iteration 131Q: 3 clusters Score -1164227 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18418 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1164237.250000 Penalty: 910.018738 Iteration 132Q: 3 clusters Score -1164237 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18484 members Mstep: Class 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1164330.500000 Penalty: 910.018738 Iteration 157Q: 3 clusters Score -1164330 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19329 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1164332.500000 Penalty: 910.018738 Iteration 158Q: 3 clusters Score -1164332 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19346 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1164332.750000 Penalty: 910.018738 Iteration 159Q: 3 clusters Score -1164333 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19359 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1164334.875000 Penalty: 910.018738 Iteration 160F: 3 clusters Score -1164335 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910.018738 Iteration 172Q: 3 clusters Score -1164370 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19661 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1164372.500000 Penalty: 910.018738 Iteration 173Q: 3 clusters Score -1164372 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19691 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1164374.875000 Penalty: 910.018738 Iteration 174Q: 3 clusters Score -1164375 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19714 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1164374.000000 Penalty: 910.018738 Iteration 175Q: 3 clusters Score -1164374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1164388.750000 Penalty: 910.018738 Iteration 180F: 3 clusters Score -1164389 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19851 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1164391.250000 Penalty: 910.018738 Iteration 181Q: 3 clusters Score -1164391 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1164391.625000 Penalty: 910.018738 Iteration 182Q: 3 clusters Score -1164392 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19872 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1164389.875000 Penalty: 910.018738 Iteration 183Q: 3 clusters Score -1164390 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19889 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1164391.625000 Penalty: 910.018738 Iteration 184Q: 3 clusters Score -1164392 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19912 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1164390.750000 Penalty: 910.018738 Iteration 185Q: 3 clusters Score -1164391 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1164394.750000 Penalty: 910.018738 Iteration 186Q: 3 clusters Score -1164395 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1164398.875000 Penalty: 910.018738 Iteration 187Q: 3 clusters Score -1164399 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1164401.875000 Penalty: 910.018738 Iteration 188Q: 3 clusters Score -1164402 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1164402.750000 Penalty: 910.018738 Iteration 189Q: 3 clusters Score -1164403 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1164409.125000 Penalty: 910.018738 Iteration 190Q: 3 clusters Score -1164409 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20046 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1164410.500000 Penalty: 910.018738 Iteration 191Q: 3 clusters Score -1164410 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20081 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1164419.000000 Penalty: 910.018738 Iteration 192Q: 3 clusters Score -1164419 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1164424.250000 Penalty: 910.018738 Iteration 193Q: 3 clusters Score -1164424 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20139 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1164426.125000 Penalty: 910.018738 Iteration 194Q: 3 clusters Score -1164426 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1164429.375000 Penalty: 910.018738 Iteration 195Q: 3 clusters Score -1164429 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20210 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1164436.000000 Penalty: 910.018738 Iteration 196Q: 3 clusters Score -1164436 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20242 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1164440.625000 Penalty: 910.018738 Iteration 197Q: 3 clusters Score -1164441 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20276 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -1164448.750000 Penalty: 910.018738 Iteration 198Q: 3 clusters Score -1164449 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20299 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1164449.125000 Penalty: 910.018738 Iteration 199Q: 3 clusters Score -1164449 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20315 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1164450.500000 Penalty: 910.018738 Iteration 200F: 3 clusters Score -1164450 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1164451.750000 Penalty: 910.018738 Iteration 201Q: 3 clusters Score -1164452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1164453.375000 Penalty: 910.018738 Iteration 202Q: 3 clusters Score -1164453 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1164451.625000 Penalty: 910.018738 Iteration 203Q: 3 clusters Score -1164452 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20374 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1164454.125000 Penalty: 910.018738 Iteration 204Q: 3 clusters Score -1164454 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20397 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1164460.000000 Penalty: 910.018738 Iteration 205Q: 3 clusters Score -1164460 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20418 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1164463.875000 Penalty: 910.018738 Iteration 206Q: 3 clusters Score -1164464 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20444 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1164467.250000 Penalty: 910.018738 Iteration 207Q: 3 clusters Score -1164467 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1164470.500000 Penalty: 910.018738 Iteration 208Q: 3 clusters Score -1164470 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20519 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1164476.750000 Penalty: 910.018738 Iteration 209Q: 3 clusters Score -1164477 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20546 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1164480.625000 Penalty: 910.018738 Iteration 210Q: 3 clusters Score -1164481 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20573 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1164486.875000 Penalty: 910.018738 Iteration 211Q: 3 clusters Score -1164487 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20605 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1164491.875000 Penalty: 910.018738 Iteration 212Q: 3 clusters Score -1164492 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20646 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1164501.250000 Penalty: 910.018738 Iteration 213Q: 3 clusters Score -1164501 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20685 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1164506.625000 Penalty: 910.018738 Iteration 214Q: 3 clusters Score -1164507 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20728 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1164516.875000 Penalty: 910.018738 Iteration 215Q: 3 clusters Score -1164517 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1164524.750000 Penalty: 910.018738 Iteration 216Q: 3 clusters Score -1164525 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1164536.375000 Penalty: 910.018738 Iteration 217Q: 3 clusters Score -1164536 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20858 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1164545.125000 Penalty: 910.018738 Iteration 218Q: 3 clusters Score -1164545 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20902 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1164557.750000 Penalty: 910.018738 Iteration 219Q: 3 clusters Score -1164558 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1164569.625000 Penalty: 910.018738 Iteration 220F: 3 clusters Score -1164570 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1164575.500000 Penalty: 910.018738 Iteration 221Q: 3 clusters Score -1164576 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1164587.250000 Penalty: 910.018738 Iteration 222Q: 3 clusters Score -1164587 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21046 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1164596.500000 Penalty: 910.018738 Iteration 223Q: 3 clusters Score -1164596 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21084 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1164605.875000 Penalty: 910.018738 Iteration 224Q: 3 clusters Score -1164606 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21120 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1164617.750000 Penalty: 910.018738 Iteration 225Q: 3 clusters Score -1164618 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21154 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1164629.375000 Penalty: 910.018738 Iteration 226Q: 3 clusters Score -1164629 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21183 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1164634.250000 Penalty: 910.018738 Iteration 227Q: 3 clusters Score -1164634 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21213 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1164641.000000 Penalty: 910.018738 Iteration 228Q: 3 clusters Score -1164641 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21242 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1164649.375000 Penalty: 910.018738 Iteration 229Q: 3 clusters Score -1164649 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1164652.375000 Penalty: 910.018738 Iteration 230Q: 3 clusters Score -1164652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1164655.625000 Penalty: 910.018738 Iteration 231Q: 3 clusters Score -1164656 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1164661.000000 Penalty: 910.018738 Iteration 232Q: 3 clusters Score -1164661 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1164664.625000 Penalty: 910.018738 Iteration 233Q: 3 clusters Score -1164665 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21339 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1164668.000000 Penalty: 910.018738 Iteration 234Q: 3 clusters Score -1164668 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21350 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1164667.500000 Penalty: 910.018738 Iteration 235Q: 3 clusters Score -1164668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21357 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1164669.500000 Penalty: 910.018738 Iteration 236Q: 3 clusters Score -1164670 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21368 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1164670.125000 Penalty: 910.018738 Iteration 237Q: 3 clusters Score -1164670 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21383 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1164673.875000 Penalty: 910.018738 Iteration 238Q: 3 clusters Score -1164674 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1164681.750000 Penalty: 910.018738 Iteration 239Q: 3 clusters Score -1164682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1164683.875000 Penalty: 910.018738 Iteration 240F: 3 clusters Score -1164684 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21430 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1164690.625000 Penalty: 910.018738 Iteration 241Q: 3 clusters Score -1164691 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21447 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -1164697.625000 Penalty: 910.018738 Iteration 242Q: 3 clusters Score -1164698 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21463 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1164700.500000 Penalty: 910.018738 Iteration 243Q: 3 clusters Score -1164700 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21468 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1164701.375000 Penalty: 910.018738 Iteration 244Q: 3 clusters Score -1164701 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21471 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1164701.875000 Penalty: 910.018738 Iteration 245Q: 3 clusters Score -1164702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21472 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1164703.500000 Penalty: 910.018738 Iteration 246Q: 3 clusters Score -1164704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21475 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1164703.125000 Penalty: 910.018738 Iteration 247Q: 3 clusters Score -1164703 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21478 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1164703.625000 Penalty: 910.018738 Iteration 248Q: 3 clusters Score -1164704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21482 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1164704.750000 Penalty: 910.018738 Iteration 249Q: 3 clusters Score -1164705 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21492 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1164709.375000 Penalty: 910.018738 Iteration 250Q: 3 clusters Score -1164709 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21502 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1164710.500000 Penalty: 910.018738 Iteration 251Q: 3 clusters Score -1164710 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21511 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1164711.875000 Penalty: 910.018738 Iteration 252Q: 3 clusters Score -1164712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21513 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1164712.625000 Penalty: 910.018738 Iteration 253Q: 3 clusters Score -1164713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21516 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1164713.250000 Penalty: 910.018738 Iteration 254Q: 3 clusters Score -1164713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21517 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1164714.000000 Penalty: 910.018738 Iteration 255Q: 3 clusters Score -1164714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21518 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1164713.125000 Penalty: 910.018738 Iteration 256Q: 3 clusters Score -1164713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21518 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1164713.125000 Penalty: 910.018738 Iteration 257F: 3 clusters Score -1164713 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -58929.425781 Penalty: 328.792511 Iteration 0F: 2 clusters Score -58929.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -57934.824219 Penalty: 657.585022 Iteration 0F: 3 clusters Score -57934.82 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -58520.449219 Penalty: 657.585022 Iteration 1F: 3 clusters Score -58520.45 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -58670.164062 Penalty: 657.585022 Iteration 2F: 3 clusters Score -58670.16 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -58736.500000 Penalty: 657.585022 Iteration 3F: 3 clusters Score -58736.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -58785.500000 Penalty: 657.585022 Iteration 4Q: 3 clusters Score -58785.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -58817.742188 Penalty: 657.585022 Iteration 5Q: 3 clusters Score -58817.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -58836.191406 Penalty: 657.585022 Iteration 6Q: 3 clusters Score -58836.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -58846.132812 Penalty: 657.585022 Iteration 7Q: 3 clusters Score -58846.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -58850.390625 Penalty: 657.585022 Iteration 8Q: 3 clusters Score -58850.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -58851.640625 Penalty: 657.585022 Iteration 9Q: 3 clusters Score -58851.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -58852.992188 Penalty: 657.585022 Iteration 10Q: 3 clusters Score -58852.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -58855.234375 Penalty: 657.585022 Iteration 11Q: 3 clusters Score -58855.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -58858.027344 Penalty: 657.585022 Iteration 12Q: 3 clusters Score -58858.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -58861.273438 Penalty: 657.585022 Iteration 13Q: 3 clusters Score -58861.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -58864.507812 Penalty: 657.585022 Iteration 14Q: 3 clusters Score -58864.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -58866.925781 Penalty: 657.585022 Iteration 15Q: 3 clusters Score -58866.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -58869.308594 Penalty: 657.585022 Iteration 16Q: 3 clusters Score -58869.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -58870.699219 Penalty: 657.585022 Iteration 17Q: 3 clusters Score -58870.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -58870.980469 Penalty: 657.585022 Iteration 18Q: 3 clusters Score -58870.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -58871.058594 Penalty: 657.585022 Iteration 19Q: 3 clusters Score -58871.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -58871.292969 Penalty: 657.585022 Iteration 20F: 3 clusters Score -58871.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -58871.328125 Penalty: 657.585022 Iteration 21Q: 3 clusters Score -58871.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -58871.328125 Penalty: 657.585022 Iteration 22F: 3 clusters Score -58871.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -36594.722656 Penalty: 295.945099 Iteration 0F: 2 clusters Score -36594.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -35983.085938 Penalty: 591.890198 Iteration 0F: 3 clusters Score -35983.09 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -36136.488281 Penalty: 591.890198 Iteration 1F: 3 clusters Score -36136.49 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -36169.773438 Penalty: 591.890198 Iteration 2F: 3 clusters Score -36169.77 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -36196.765625 Penalty: 591.890198 Iteration 3F: 3 clusters Score -36196.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -36213.210938 Penalty: 591.890198 Iteration 4Q: 3 clusters Score -36213.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -36220.769531 Penalty: 591.890198 Iteration 5Q: 3 clusters Score -36220.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -36226.136719 Penalty: 591.890198 Iteration 6Q: 3 clusters Score -36226.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -36228.335938 Penalty: 591.890198 Iteration 7Q: 3 clusters Score -36228.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -36231.148438 Penalty: 591.890198 Iteration 8Q: 3 clusters Score -36231.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -36234.347656 Penalty: 591.890198 Iteration 9Q: 3 clusters Score -36234.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -36236.765625 Penalty: 591.890198 Iteration 10Q: 3 clusters Score -36236.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -36238.074219 Penalty: 591.890198 Iteration 11Q: 3 clusters Score -36238.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -36239.070312 Penalty: 591.890198 Iteration 12Q: 3 clusters Score -36239.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -36243.812500 Penalty: 591.890198 Iteration 13Q: 3 clusters Score -36243.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -36246.906250 Penalty: 591.890198 Iteration 14Q: 3 clusters Score -36246.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -36251.343750 Penalty: 591.890198 Iteration 15Q: 3 clusters Score -36251.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -36256.675781 Penalty: 591.890198 Iteration 16Q: 3 clusters Score -36256.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -36258.632812 Penalty: 591.890198 Iteration 17Q: 3 clusters Score -36258.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -36258.914062 Penalty: 591.890198 Iteration 18Q: 3 clusters Score -36258.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -36261.089844 Penalty: 591.890198 Iteration 19Q: 3 clusters Score -36261.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -36261.171875 Penalty: 591.890198 Iteration 20F: 3 clusters Score -36261.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -36261.257812 Penalty: 591.890198 Iteration 21Q: 3 clusters Score -36261.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -36261.257812 Penalty: 591.890198 Iteration 22F: 3 clusters Score -36261.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Entering Unmasked Estep Score: -1450978.125000 Penalty: 462.209015 Iteration 0F: 2 clusters Score -1450978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1433827.000000 Penalty: 924.418030 Iteration 0F: 3 clusters Score -1433827 nChanged 12236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -1441408.875000 Penalty: 924.418030 Iteration 1F: 3 clusters Score -1441409 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -1442393.000000 Penalty: 924.418030 Iteration 2F: 3 clusters Score -1442393 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 16765 members Entering Unmasked Estep Score: -1443628.250000 Penalty: 924.418030 Iteration 3F: 3 clusters Score -1443628 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 18006 members Entering Unmasked Estep Score: -1445103.875000 Penalty: 924.418030 Iteration 4F: 3 clusters Score -1445104 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 19094 members Entering Unmasked Estep Score: -1446519.375000 Penalty: 924.418030 Iteration 5F: 3 clusters Score -1446519 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 19802 members Entering Unmasked Estep Score: -1447423.750000 Penalty: 924.418030 Iteration 6Q: 3 clusters Score -1447424 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 20289 members Entering Unmasked Estep Score: -1447941.375000 Penalty: 924.418030 Iteration 7Q: 3 clusters Score -1447941 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 20725 members Entering Unmasked Estep Score: -1448228.125000 Penalty: 924.418030 Iteration 8Q: 3 clusters Score -1448228 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 21161 members Entering Unmasked Estep Score: -1448464.375000 Penalty: 924.418030 Iteration 9Q: 3 clusters Score -1448464 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 21574 members Entering Unmasked Estep Score: -1448663.125000 Penalty: 924.418030 Iteration 10Q: 3 clusters Score -1448663 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -1448894.000000 Penalty: 924.418030 Iteration 11Q: 3 clusters Score -1448894 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 22409 members Entering Unmasked Estep Score: -1449144.250000 Penalty: 924.418030 Iteration 12Q: 3 clusters Score -1449144 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 22782 members Entering Unmasked Estep Score: -1449367.750000 Penalty: 924.418030 Iteration 13Q: 3 clusters Score -1449368 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 23112 members Entering Unmasked Estep Score: -1449550.375000 Penalty: 924.418030 Iteration 14Q: 3 clusters Score -1449550 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 23420 members Entering Unmasked Estep Score: -1449749.500000 Penalty: 924.418030 Iteration 15Q: 3 clusters Score -1449750 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -1449966.750000 Penalty: 924.418030 Iteration 16Q: 3 clusters Score -1449967 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -1450154.875000 Penalty: 924.418030 Iteration 17Q: 3 clusters Score -1450155 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -1450330.125000 Penalty: 924.418030 Iteration 18Q: 3 clusters Score -1450330 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 24396 members Entering Unmasked Estep Score: -1450501.625000 Penalty: 924.418030 Iteration 19Q: 3 clusters Score -1450502 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 24549 members Entering Unmasked Estep Score: -1450623.125000 Penalty: 924.418030 Iteration 20F: 3 clusters Score -1450623 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24678 members Entering Unmasked Estep Score: -1450739.875000 Penalty: 924.418030 Iteration 21Q: 3 clusters Score -1450740 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 24779 members Entering Unmasked Estep Score: -1450843.500000 Penalty: 924.418030 Iteration 22Q: 3 clusters Score -1450844 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 24844 members Entering Unmasked Estep Score: -1450886.500000 Penalty: 924.418030 Iteration 23Q: 3 clusters Score -1450886 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 24886 members Entering Unmasked Estep Score: -1450920.250000 Penalty: 924.418030 Iteration 24Q: 3 clusters Score -1450920 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 24933 members Entering Unmasked Estep Score: -1450947.250000 Penalty: 924.418030 Iteration 25Q: 3 clusters Score -1450947 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 24962 members Entering Unmasked Estep Score: -1450961.375000 Penalty: 924.418030 Iteration 26Q: 3 clusters Score -1450961 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 24990 members Entering Unmasked Estep Score: -1450973.875000 Penalty: 924.418030 Iteration 27Q: 3 clusters Score -1450974 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 25010 members Entering Unmasked Estep Score: -1450981.250000 Penalty: 924.418030 Iteration 28Q: 3 clusters Score -1450981 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 25024 members Entering Unmasked Estep Score: -1450984.750000 Penalty: 924.418030 Iteration 29Q: 3 clusters Score -1450985 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 25032 members Entering Unmasked Estep Score: -1450989.375000 Penalty: 924.418030 Iteration 30Q: 3 clusters Score -1450989 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 25043 members Entering Unmasked Estep Score: -1450994.000000 Penalty: 924.418030 Iteration 31Q: 3 clusters Score -1450994 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -1450994.500000 Penalty: 924.418030 Iteration 32Q: 3 clusters Score -1450994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 25059 members Entering Unmasked Estep Score: -1450999.625000 Penalty: 924.418030 Iteration 33Q: 3 clusters Score -1451000 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 25065 members Entering Unmasked Estep Score: -1451000.750000 Penalty: 924.418030 Iteration 34Q: 3 clusters Score -1451001 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 25075 members Entering Unmasked Estep Score: -1451006.000000 Penalty: 924.418030 Iteration 35Q: 3 clusters Score -1451006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 25079 members Entering Unmasked Estep Score: -1451007.000000 Penalty: 924.418030 Iteration 36Q: 3 clusters Score -1451007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 25080 members Entering Unmasked Estep Score: -1451007.375000 Penalty: 924.418030 Iteration 37Q: 3 clusters Score -1451007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 25084 members Entering Unmasked Estep Score: -1451007.000000 Penalty: 924.418030 Iteration 38Q: 3 clusters Score -1451007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 25083 members Entering Unmasked Estep Score: -1451007.875000 Penalty: 924.418030 Iteration 39Q: 3 clusters Score -1451008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 25081 members Entering Unmasked Estep Score: -1451010.000000 Penalty: 924.418030 Iteration 40F: 3 clusters Score -1451010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 25081 members Entering Unmasked Estep Score: -1451009.875000 Penalty: 924.418030 Iteration 41Q: 3 clusters Score -1451010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -1451010.125000 Penalty: 924.418030 Iteration 42Q: 3 clusters Score -1451010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -1451010.125000 Penalty: 924.418030 Iteration 43F: 3 clusters Score -1451010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2318 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 5358 members Mstep: Class 5 contains 22857 members Mstep: Class 6 contains 118592 members Mstep: Class 7 contains 25975 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 23158 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 3563 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 22031 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 668 members Mstep: Class 20 contains 726 members Mstep: Class 21 contains 7379 members Mstep: Class 22 contains 4685 members Mstep: Class 23 contains 64910 members Mstep: Class 24 contains 183 members Mstep: Class 25 contains 454 members Mstep: Class 26 contains 42586 members Mstep: Class 27 contains 503 members Mstep: Class 28 contains 1740 members Mstep: Class 29 contains 6149 members Mstep: Class 30 contains 114 members Mstep: Class 31 contains 196 members Mstep: Class 32 contains 2751 members Mstep: Class 33 contains 1550 members Mstep: Class 34 contains 25082 members Entering Unmasked Estep Score: -21382358.000000 Penalty: 20006.701172 Splitting cluster 20 changes total score from -21382486.000000 to -21382358.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (7379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Entering Unmasked Estep Score: -375780.312500 Penalty: 405.240875 Iteration 0F: 2 clusters Score -375780.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -370871.281250 Penalty: 810.481750 Iteration 0F: 3 clusters Score -370871.3 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -372904.062500 Penalty: 810.481750 Iteration 1F: 3 clusters Score -372904.1 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -373215.843750 Penalty: 810.481750 Iteration 2F: 3 clusters Score -373215.8 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -373581.156250 Penalty: 810.481750 Iteration 3F: 3 clusters Score -373581.2 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -373925.468750 Penalty: 810.481750 Iteration 4F: 3 clusters Score -373925.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -374242.875000 Penalty: 810.481750 Iteration 5F: 3 clusters Score -374242.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -374448.968750 Penalty: 810.481750 Iteration 6Q: 3 clusters Score -374449 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -374557.687500 Penalty: 810.481750 Iteration 7Q: 3 clusters Score -374557.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -374617.500000 Penalty: 810.481750 Iteration 8Q: 3 clusters Score -374617.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -374668.093750 Penalty: 810.481750 Iteration 9Q: 3 clusters Score -374668.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -374706.312500 Penalty: 810.481750 Iteration 10Q: 3 clusters Score -374706.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -374736.937500 Penalty: 810.481750 Iteration 11Q: 3 clusters Score -374736.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -374776.750000 Penalty: 810.481750 Iteration 12Q: 3 clusters Score -374776.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -374832.812500 Penalty: 810.481750 Iteration 13Q: 3 clusters Score -374832.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -374898.781250 Penalty: 810.481750 Iteration 14Q: 3 clusters Score -374898.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -374962.812500 Penalty: 810.481750 Iteration 15Q: 3 clusters Score -374962.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -375031.125000 Penalty: 810.481750 Iteration 16Q: 3 clusters Score -375031.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -375093.281250 Penalty: 810.481750 Iteration 17Q: 3 clusters Score -375093.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -375148.781250 Penalty: 810.481750 Iteration 18Q: 3 clusters Score -375148.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -375187.562500 Penalty: 810.481750 Iteration 19Q: 3 clusters Score -375187.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -375221.437500 Penalty: 810.481750 Iteration 20F: 3 clusters Score -375221.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -375252.343750 Penalty: 810.481750 Iteration 21Q: 3 clusters Score -375252.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -375299.843750 Penalty: 810.481750 Iteration 22Q: 3 clusters Score -375299.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -375359.437500 Penalty: 810.481750 Iteration 23Q: 3 clusters Score -375359.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -375406.593750 Penalty: 810.481750 Iteration 24Q: 3 clusters Score -375406.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -375437.687500 Penalty: 810.481750 Iteration 25Q: 3 clusters Score -375437.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -375453.968750 Penalty: 810.481750 Iteration 26Q: 3 clusters Score -375454 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -375466.968750 Penalty: 810.481750 Iteration 27Q: 3 clusters Score -375467 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -375476.500000 Penalty: 810.481750 Iteration 28Q: 3 clusters Score -375476.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -375482.656250 Penalty: 810.481750 Iteration 29Q: 3 clusters Score -375482.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -375490.000000 Penalty: 810.481750 Iteration 30Q: 3 clusters Score -375490 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -375495.343750 Penalty: 810.481750 Iteration 31Q: 3 clusters Score -375495.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -375500.812500 Penalty: 810.481750 Iteration 32Q: 3 clusters Score -375500.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -375507.906250 Penalty: 810.481750 Iteration 33Q: 3 clusters Score -375507.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -375511.406250 Penalty: 810.481750 Iteration 34Q: 3 clusters Score -375511.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -375513.250000 Penalty: 810.481750 Iteration 35Q: 3 clusters Score -375513.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -375515.312500 Penalty: 810.481750 Iteration 36Q: 3 clusters Score -375515.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -375519.406250 Penalty: 810.481750 Iteration 37Q: 3 clusters Score -375519.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -375522.406250 Penalty: 810.481750 Iteration 38Q: 3 clusters Score -375522.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -375526.531250 Penalty: 810.481750 Iteration 39Q: 3 clusters Score -375526.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -375530.875000 Penalty: 810.481750 Iteration 40F: 3 clusters Score -375530.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -375533.562500 Penalty: 810.481750 Iteration 41Q: 3 clusters Score -375533.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -375535.625000 Penalty: 810.481750 Iteration 42Q: 3 clusters Score -375535.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -375536.968750 Penalty: 810.481750 Iteration 43Q: 3 clusters Score -375537 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -375536.875000 Penalty: 810.481750 Iteration 44Q: 3 clusters Score -375536.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -375538.562500 Penalty: 810.481750 Iteration 45Q: 3 clusters Score -375538.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -375538.531250 Penalty: 810.481750 Iteration 46Q: 3 clusters Score -375538.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -375539.062500 Penalty: 810.481750 Iteration 47Q: 3 clusters Score -375539.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -375538.406250 Penalty: 810.481750 Iteration 48Q: 3 clusters Score -375538.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -375539.593750 Penalty: 810.481750 Iteration 49Q: 3 clusters Score -375539.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -375539.750000 Penalty: 810.481750 Iteration 50Q: 3 clusters Score -375539.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -375539.593750 Penalty: 810.481750 Iteration 51Q: 3 clusters Score -375539.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -375539.593750 Penalty: 810.481750 Iteration 52F: 3 clusters Score -375539.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Entering Unmasked Estep Score: -246511.828125 Penalty: 384.571503 Iteration 0F: 2 clusters Score -246511.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -243333.578125 Penalty: 769.143005 Iteration 0F: 3 clusters Score -243333.6 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -244549.187500 Penalty: 769.143005 Iteration 1F: 3 clusters Score -244549.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -244677.453125 Penalty: 769.143005 Iteration 2F: 3 clusters Score -244677.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -244856.375000 Penalty: 769.143005 Iteration 3F: 3 clusters Score -244856.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -245071.812500 Penalty: 769.143005 Iteration 4F: 3 clusters Score -245071.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -245286.015625 Penalty: 769.143005 Iteration 5F: 3 clusters Score -245286 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -245509.734375 Penalty: 769.143005 Iteration 6F: 3 clusters Score -245509.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -245711.359375 Penalty: 769.143005 Iteration 7Q: 3 clusters Score -245711.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -245890.625000 Penalty: 769.143005 Iteration 8Q: 3 clusters Score -245890.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -245983.078125 Penalty: 769.143005 Iteration 9Q: 3 clusters Score -245983.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -246021.625000 Penalty: 769.143005 Iteration 10Q: 3 clusters Score -246021.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -246033.593750 Penalty: 769.143005 Iteration 11Q: 3 clusters Score -246033.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -246040.890625 Penalty: 769.143005 Iteration 12Q: 3 clusters Score -246040.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -246045.343750 Penalty: 769.143005 Iteration 13Q: 3 clusters Score -246045.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -246049.531250 Penalty: 769.143005 Iteration 14Q: 3 clusters Score -246049.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -246055.234375 Penalty: 769.143005 Iteration 15Q: 3 clusters Score -246055.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -246061.046875 Penalty: 769.143005 Iteration 16Q: 3 clusters Score -246061 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -246065.062500 Penalty: 769.143005 Iteration 17Q: 3 clusters Score -246065.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -246069.921875 Penalty: 769.143005 Iteration 18Q: 3 clusters Score -246069.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -246072.109375 Penalty: 769.143005 Iteration 19Q: 3 clusters Score -246072.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -246072.859375 Penalty: 769.143005 Iteration 20F: 3 clusters Score -246072.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -246073.281250 Penalty: 769.143005 Iteration 21Q: 3 clusters Score -246073.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -246074.046875 Penalty: 769.143005 Iteration 22Q: 3 clusters Score -246074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -246074.640625 Penalty: 769.143005 Iteration 23Q: 3 clusters Score -246074.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -246077.312500 Penalty: 769.143005 Iteration 24Q: 3 clusters Score -246077.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -246080.250000 Penalty: 769.143005 Iteration 25Q: 3 clusters Score -246080.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -246083.000000 Penalty: 769.143005 Iteration 26Q: 3 clusters Score -246083 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -246083.296875 Penalty: 769.143005 Iteration 27Q: 3 clusters Score -246083.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -246083.937500 Penalty: 769.143005 Iteration 28Q: 3 clusters Score -246083.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -246084.671875 Penalty: 769.143005 Iteration 29Q: 3 clusters Score -246084.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -246085.015625 Penalty: 769.143005 Iteration 30Q: 3 clusters Score -246085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -246085.296875 Penalty: 769.143005 Iteration 31Q: 3 clusters Score -246085.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -246085.593750 Penalty: 769.143005 Iteration 32Q: 3 clusters Score -246085.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -246086.296875 Penalty: 769.143005 Iteration 33Q: 3 clusters Score -246086.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -246086.671875 Penalty: 769.143005 Iteration 34Q: 3 clusters Score -246086.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -246087.093750 Penalty: 769.143005 Iteration 35Q: 3 clusters Score -246087.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -246087.062500 Penalty: 769.143005 Iteration 36Q: 3 clusters Score -246087.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -246087.265625 Penalty: 769.143005 Iteration 37Q: 3 clusters Score -246087.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -246087.500000 Penalty: 769.143005 Iteration 38Q: 3 clusters Score -246087.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -246087.500000 Penalty: 769.143005 Iteration 39F: 3 clusters Score -246087.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (64910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64910 members Entering Unmasked Estep Score: -3554272.000000 Penalty: 504.174438 Iteration 0F: 2 clusters Score -3554272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32617 members Mstep: Class 2 contains 32293 members Entering Unmasked Estep Score: -3510813.250000 Penalty: 1008.348877 Iteration 0F: 3 clusters Score -3510813 nChanged 31465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37756 members Mstep: Class 2 contains 27154 members Entering Unmasked Estep Score: -3530454.500000 Penalty: 1008.348877 Iteration 1F: 3 clusters Score -3530454 nChanged 3649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40591 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -3532343.500000 Penalty: 1008.348877 Iteration 2F: 3 clusters Score -3532344 nChanged 4384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44373 members Mstep: Class 2 contains 20537 members Entering Unmasked Estep Score: -3535237.500000 Penalty: 1008.348877 Iteration 3F: 3 clusters Score -3535238 nChanged 4989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48962 members Mstep: Class 2 contains 15948 members Entering Unmasked Estep Score: -3539345.000000 Penalty: 1008.348877 Iteration 4F: 3 clusters Score -3539345 nChanged 4884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53620 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -3543961.000000 Penalty: 1008.348877 Iteration 5F: 3 clusters Score -3543961 nChanged 3946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57424 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -3547860.000000 Penalty: 1008.348877 Iteration 6F: 3 clusters Score -3547860 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59964 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -3550342.500000 Penalty: 1008.348877 Iteration 7Q: 3 clusters Score -3550342 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61531 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -3551689.750000 Penalty: 1008.348877 Iteration 8Q: 3 clusters Score -3551690 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62537 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -3552438.500000 Penalty: 1008.348877 Iteration 9Q: 3 clusters Score -3552438 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63227 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -3552948.500000 Penalty: 1008.348877 Iteration 10Q: 3 clusters Score -3552948 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63707 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -3553270.000000 Penalty: 1008.348877 Iteration 11Q: 3 clusters Score -3553270 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64041 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -3553483.750000 Penalty: 1008.348877 Iteration 12Q: 3 clusters Score -3553484 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64266 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -3553622.000000 Penalty: 1008.348877 Iteration 13Q: 3 clusters Score -3553622 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64424 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -3553710.000000 Penalty: 1008.348877 Iteration 14Q: 3 clusters Score -3553710 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64535 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -3553762.500000 Penalty: 1008.348877 Iteration 15Q: 3 clusters Score -3553762 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64598 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -3553788.000000 Penalty: 1008.348877 Iteration 16Q: 3 clusters Score -3553788 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64647 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3553822.750000 Penalty: 1008.348877 Iteration 17Q: 3 clusters Score -3553823 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64665 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -3553838.500000 Penalty: 1008.348877 Iteration 18Q: 3 clusters Score -3553838 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64678 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -3553856.250000 Penalty: 1008.348877 Iteration 19Q: 3 clusters Score -3553856 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64693 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -3553869.500000 Penalty: 1008.348877 Iteration 20F: 3 clusters Score -3553870 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64706 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -3553875.250000 Penalty: 1008.348877 Iteration 21Q: 3 clusters Score -3553875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64713 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -3553880.250000 Penalty: 1008.348877 Iteration 22Q: 3 clusters Score -3553880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64717 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -3553879.250000 Penalty: 1008.348877 Iteration 23Q: 3 clusters Score -3553879 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64720 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -3553878.000000 Penalty: 1008.348877 Iteration 24Q: 3 clusters Score -3553878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64725 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -3553884.250000 Penalty: 1008.348877 Iteration 25Q: 3 clusters Score -3553884 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64731 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -3553887.250000 Penalty: 1008.348877 Iteration 26Q: 3 clusters Score -3553887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64738 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -3553890.250000 Penalty: 1008.348877 Iteration 27Q: 3 clusters Score -3553890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64741 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -3553894.000000 Penalty: 1008.348877 Iteration 28Q: 3 clusters Score -3553894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64746 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -3553897.500000 Penalty: 1008.348877 Iteration 29Q: 3 clusters Score -3553898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64745 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -3553900.750000 Penalty: 1008.348877 Iteration 30Q: 3 clusters Score -3553901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64744 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -3553900.750000 Penalty: 1008.348877 Iteration 31Q: 3 clusters Score -3553901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64745 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -3553900.500000 Penalty: 1008.348877 Iteration 32Q: 3 clusters Score -3553900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64744 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -3553903.250000 Penalty: 1008.348877 Iteration 33Q: 3 clusters Score -3553903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64745 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -3553902.500000 Penalty: 1008.348877 Iteration 34Q: 3 clusters Score -3553902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64745 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -3553902.500000 Penalty: 1008.348877 Iteration 35F: 3 clusters Score -3553902 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -9063.862305 Penalty: 237.031616 Iteration 0F: 2 clusters Score -9063.862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8782.551758 Penalty: 474.063232 Iteration 0F: 3 clusters Score -8782.552 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8842.460938 Penalty: 474.063232 Iteration 1F: 3 clusters Score -8842.461 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8876.661133 Penalty: 474.063232 Iteration 2F: 3 clusters Score -8876.661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8898.138672 Penalty: 474.063232 Iteration 3Q: 3 clusters Score -8898.139 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8908.352539 Penalty: 474.063232 Iteration 4Q: 3 clusters Score -8908.353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8910.903320 Penalty: 474.063232 Iteration 5Q: 3 clusters Score -8910.903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8910.903320 Penalty: 474.063232 Iteration 6F: 3 clusters Score -8910.903 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -15401.379883 Penalty: 278.373413 Iteration 0F: 2 clusters Score -15401.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14990.040039 Penalty: 556.746826 Iteration 0F: 3 clusters Score -14990.04 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15149.912109 Penalty: 556.746826 Iteration 1F: 3 clusters Score -15149.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -15222.611328 Penalty: 556.746826 Iteration 2F: 3 clusters Score -15222.61 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -15257.315430 Penalty: 556.746826 Iteration 3F: 3 clusters Score -15257.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15279.633789 Penalty: 556.746826 Iteration 4Q: 3 clusters Score -15279.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15292.260742 Penalty: 556.746826 Iteration 5Q: 3 clusters Score -15292.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -15299.134766 Penalty: 556.746826 Iteration 6Q: 3 clusters Score -15299.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -15305.710938 Penalty: 556.746826 Iteration 7Q: 3 clusters Score -15305.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -15308.234375 Penalty: 556.746826 Iteration 8Q: 3 clusters Score -15308.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -15314.094727 Penalty: 556.746826 Iteration 9Q: 3 clusters Score -15314.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -15317.259766 Penalty: 556.746826 Iteration 10Q: 3 clusters Score -15317.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15318.271484 Penalty: 556.746826 Iteration 11Q: 3 clusters Score -15318.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15320.065430 Penalty: 556.746826 Iteration 12Q: 3 clusters Score -15320.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -15321.301758 Penalty: 556.746826 Iteration 13Q: 3 clusters Score -15321.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -15321.705078 Penalty: 556.746826 Iteration 14Q: 3 clusters Score -15321.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -15322.363281 Penalty: 556.746826 Iteration 15Q: 3 clusters Score -15322.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -15322.363281 Penalty: 556.746826 Iteration 16F: 3 clusters Score -15322.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (42586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42586 members Entering Unmasked Estep Score: -2390104.000000 Penalty: 484.997284 Iteration 0F: 2 clusters Score -2390104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 21319 members Entering Unmasked Estep Score: -2361461.500000 Penalty: 969.994568 Iteration 0F: 3 clusters Score -2361462 nChanged 20635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Mstep: Class 2 contains 21090 members Entering Unmasked Estep Score: -2374287.750000 Penalty: 969.994568 Iteration 1F: 3 clusters Score -2374288 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 20631 members Entering Unmasked Estep Score: -2375357.250000 Penalty: 969.994568 Iteration 2F: 3 clusters Score -2375357 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22623 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -2376804.750000 Penalty: 969.994568 Iteration 3F: 3 clusters Score -2376805 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Mstep: Class 2 contains 19196 members Entering Unmasked Estep Score: -2378458.750000 Penalty: 969.994568 Iteration 4F: 3 clusters Score -2378459 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24105 members Mstep: Class 2 contains 18481 members Entering Unmasked Estep Score: -2380097.000000 Penalty: 969.994568 Iteration 5F: 3 clusters Score -2380097 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24779 members Mstep: Class 2 contains 17807 members Entering Unmasked Estep Score: -2381428.750000 Penalty: 969.994568 Iteration 6F: 3 clusters Score -2381429 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25358 members Mstep: Class 2 contains 17228 members Entering Unmasked Estep Score: -2382363.250000 Penalty: 969.994568 Iteration 7Q: 3 clusters Score -2382363 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25944 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -2382885.000000 Penalty: 969.994568 Iteration 8Q: 3 clusters Score -2382885 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26504 members Mstep: Class 2 contains 16082 members Entering Unmasked Estep Score: -2383174.250000 Penalty: 969.994568 Iteration 9Q: 3 clusters Score -2383174 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27074 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -2383384.250000 Penalty: 969.994568 Iteration 10Q: 3 clusters Score -2383384 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27715 members Mstep: Class 2 contains 14871 members Entering Unmasked Estep Score: -2383580.250000 Penalty: 969.994568 Iteration 11Q: 3 clusters Score -2383580 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28404 members Mstep: Class 2 contains 14182 members Entering Unmasked Estep Score: -2383773.500000 Penalty: 969.994568 Iteration 12Q: 3 clusters Score -2383774 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29137 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -2383996.000000 Penalty: 969.994568 Iteration 13Q: 3 clusters Score -2383996 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -2384275.500000 Penalty: 969.994568 Iteration 14Q: 3 clusters Score -2384276 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30829 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -2384613.500000 Penalty: 969.994568 Iteration 15Q: 3 clusters Score -2384614 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31737 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -2384958.000000 Penalty: 969.994568 Iteration 16Q: 3 clusters Score -2384958 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32613 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2385279.750000 Penalty: 969.994568 Iteration 17Q: 3 clusters Score -2385280 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33492 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -2385635.000000 Penalty: 969.994568 Iteration 18Q: 3 clusters Score -2385635 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34377 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -2385991.000000 Penalty: 969.994568 Iteration 19Q: 3 clusters Score -2385991 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35208 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -2386353.500000 Penalty: 969.994568 Iteration 20F: 3 clusters Score -2386354 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36053 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -2386734.250000 Penalty: 969.994568 Iteration 21Q: 3 clusters Score -2386734 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36865 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -2387130.250000 Penalty: 969.994568 Iteration 22Q: 3 clusters Score -2387130 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37636 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -2387491.750000 Penalty: 969.994568 Iteration 23Q: 3 clusters Score -2387492 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38272 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -2387781.250000 Penalty: 969.994568 Iteration 24Q: 3 clusters Score -2387781 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38851 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -2388055.750000 Penalty: 969.994568 Iteration 25Q: 3 clusters Score -2388056 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39382 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -2388313.250000 Penalty: 969.994568 Iteration 26Q: 3 clusters Score -2388313 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39874 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -2388565.750000 Penalty: 969.994568 Iteration 27Q: 3 clusters Score -2388566 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -2388750.000000 Penalty: 969.994568 Iteration 28Q: 3 clusters Score -2388750 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40607 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -2388917.250000 Penalty: 969.994568 Iteration 29Q: 3 clusters Score -2388917 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40896 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -2389061.750000 Penalty: 969.994568 Iteration 30Q: 3 clusters Score -2389062 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41132 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -2389176.750000 Penalty: 969.994568 Iteration 31Q: 3 clusters Score -2389177 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41334 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -2389272.750000 Penalty: 969.994568 Iteration 32Q: 3 clusters Score -2389273 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41511 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -2389361.750000 Penalty: 969.994568 Iteration 33Q: 3 clusters Score -2389362 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41669 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2389441.250000 Penalty: 969.994568 Iteration 34Q: 3 clusters Score -2389441 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41789 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -2389505.000000 Penalty: 969.994568 Iteration 35Q: 3 clusters Score -2389505 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41876 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -2389545.250000 Penalty: 969.994568 Iteration 36Q: 3 clusters Score -2389545 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41965 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -2389603.000000 Penalty: 969.994568 Iteration 37Q: 3 clusters Score -2389603 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42054 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2389656.500000 Penalty: 969.994568 Iteration 38Q: 3 clusters Score -2389656 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42114 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -2389690.000000 Penalty: 969.994568 Iteration 39Q: 3 clusters Score -2389690 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42161 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2389726.500000 Penalty: 969.994568 Iteration 40F: 3 clusters Score -2389726 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42188 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -2389742.500000 Penalty: 969.994568 Iteration 41Q: 3 clusters Score -2389742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42212 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2389758.750000 Penalty: 969.994568 Iteration 42Q: 3 clusters Score -2389759 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42233 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -2389773.000000 Penalty: 969.994568 Iteration 43Q: 3 clusters Score -2389773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42249 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -2389779.750000 Penalty: 969.994568 Iteration 44Q: 3 clusters Score -2389780 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42268 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -2389787.250000 Penalty: 969.994568 Iteration 45Q: 3 clusters Score -2389787 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42276 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -2389792.500000 Penalty: 969.994568 Iteration 46Q: 3 clusters Score -2389792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42281 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -2389794.750000 Penalty: 969.994568 Iteration 47Q: 3 clusters Score -2389795 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42282 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -2389801.750000 Penalty: 969.994568 Iteration 48Q: 3 clusters Score -2389802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42285 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -2389802.000000 Penalty: 969.994568 Iteration 49Q: 3 clusters Score -2389802 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42289 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -2389807.250000 Penalty: 969.994568 Iteration 50Q: 3 clusters Score -2389807 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42296 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -2389810.000000 Penalty: 969.994568 Iteration 51Q: 3 clusters Score -2389810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42301 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -2389812.500000 Penalty: 969.994568 Iteration 52Q: 3 clusters Score -2389812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42306 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -2389812.250000 Penalty: 969.994568 Iteration 53Q: 3 clusters Score -2389812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42309 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -2389811.750000 Penalty: 969.994568 Iteration 54Q: 3 clusters Score -2389812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42312 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -2389810.250000 Penalty: 969.994568 Iteration 55Q: 3 clusters Score -2389810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42314 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -2389812.750000 Penalty: 969.994568 Iteration 56Q: 3 clusters Score -2389813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42317 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -2389814.000000 Penalty: 969.994568 Iteration 57Q: 3 clusters Score -2389814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42319 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -2389815.750000 Penalty: 969.994568 Iteration 58Q: 3 clusters Score -2389816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42321 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -2389819.000000 Penalty: 969.994568 Iteration 59Q: 3 clusters Score -2389819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42323 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -2389819.250000 Penalty: 969.994568 Iteration 60F: 3 clusters Score -2389819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42327 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -2389820.250000 Penalty: 969.994568 Iteration 61Q: 3 clusters Score -2389820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42329 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -2389818.250000 Penalty: 969.994568 Iteration 62Q: 3 clusters Score -2389818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42328 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -2389820.000000 Penalty: 969.994568 Iteration 63Q: 3 clusters Score -2389820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42331 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -2389818.250000 Penalty: 969.994568 Iteration 64Q: 3 clusters Score -2389818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42333 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -2389821.500000 Penalty: 969.994568 Iteration 65Q: 3 clusters Score -2389822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42334 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -2389823.500000 Penalty: 969.994568 Iteration 66Q: 3 clusters Score -2389824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42335 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -2389827.500000 Penalty: 969.994568 Iteration 67Q: 3 clusters Score -2389828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42335 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -2389829.250000 Penalty: 969.994568 Iteration 68Q: 3 clusters Score -2389829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42336 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -2389828.750000 Penalty: 969.994568 Iteration 69Q: 3 clusters Score -2389829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42337 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -2389829.500000 Penalty: 969.994568 Iteration 70Q: 3 clusters Score -2389830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42338 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2389831.000000 Penalty: 969.994568 Iteration 71Q: 3 clusters Score -2389831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42340 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2389830.500000 Penalty: 969.994568 Iteration 72Q: 3 clusters Score -2389830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42341 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -2389830.500000 Penalty: 969.994568 Iteration 73Q: 3 clusters Score -2389830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42342 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -2389830.500000 Penalty: 969.994568 Iteration 74Q: 3 clusters Score -2389830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42342 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -2389830.500000 Penalty: 969.994568 Iteration 75F: 3 clusters Score -2389830 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -28170.162109 Penalty: 283.036865 Iteration 0F: 2 clusters Score -28170.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27691.123047 Penalty: 566.073730 Iteration 0F: 3 clusters Score -27691.12 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -27800.953125 Penalty: 566.073730 Iteration 1F: 3 clusters Score -27800.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27828.527344 Penalty: 566.073730 Iteration 2F: 3 clusters Score -27828.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27842.453125 Penalty: 566.073730 Iteration 3Q: 3 clusters Score -27842.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27861.824219 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -27861.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -27883.906250 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -27883.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27895.431641 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -27895.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27904.511719 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -27904.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -27917.601562 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -27917.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -27930.179688 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -27930.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -27936.300781 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -27936.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -27940.101562 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -27940.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -27942.275391 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -27942.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -27943.414062 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -27943.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27945.179688 Penalty: 566.073730 Iteration 14Q: 3 clusters Score -27945.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27945.179688 Penalty: 566.073730 Iteration 15F: 3 clusters Score -27945.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -85828.953125 Penalty: 339.504639 Iteration 0F: 2 clusters Score -85828.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -84573.296875 Penalty: 679.009277 Iteration 0F: 3 clusters Score -84573.3 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -85011.750000 Penalty: 679.009277 Iteration 1F: 3 clusters Score -85011.75 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -85112.734375 Penalty: 679.009277 Iteration 2F: 3 clusters Score -85112.73 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -85179.820312 Penalty: 679.009277 Iteration 3F: 3 clusters Score -85179.82 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -85239.460938 Penalty: 679.009277 Iteration 4Q: 3 clusters Score -85239.46 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -85294.312500 Penalty: 679.009277 Iteration 5Q: 3 clusters Score -85294.31 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -85345.171875 Penalty: 679.009277 Iteration 6Q: 3 clusters Score -85345.17 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -85373.429688 Penalty: 679.009277 Iteration 7Q: 3 clusters Score -85373.43 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -85386.046875 Penalty: 679.009277 Iteration 8Q: 3 clusters Score -85386.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -85391.593750 Penalty: 679.009277 Iteration 9Q: 3 clusters Score -85391.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -85396.726562 Penalty: 679.009277 Iteration 10Q: 3 clusters Score -85396.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -85401.367188 Penalty: 679.009277 Iteration 11Q: 3 clusters Score -85401.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -85409.187500 Penalty: 679.009277 Iteration 12Q: 3 clusters Score -85409.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -85415.898438 Penalty: 679.009277 Iteration 13Q: 3 clusters Score -85415.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -85421.867188 Penalty: 679.009277 Iteration 14Q: 3 clusters Score -85421.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -85426.671875 Penalty: 679.009277 Iteration 15Q: 3 clusters Score -85426.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -85430.273438 Penalty: 679.009277 Iteration 16Q: 3 clusters Score -85430.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -85433.796875 Penalty: 679.009277 Iteration 17Q: 3 clusters Score -85433.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -85435.882812 Penalty: 679.009277 Iteration 18Q: 3 clusters Score -85435.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -85436.789062 Penalty: 679.009277 Iteration 19Q: 3 clusters Score -85436.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -85437.023438 Penalty: 679.009277 Iteration 20F: 3 clusters Score -85437.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -85437.039062 Penalty: 679.009277 Iteration 21Q: 3 clusters Score -85437.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -85437.039062 Penalty: 679.009277 Iteration 22F: 3 clusters Score -85437.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (6149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Entering Unmasked Estep Score: -327618.625000 Penalty: 396.944031 Iteration 0F: 2 clusters Score -327618.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -323522.562500 Penalty: 793.888062 Iteration 0F: 3 clusters Score -323522.6 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -325149.750000 Penalty: 793.888062 Iteration 1F: 3 clusters Score -325149.8 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -325397.375000 Penalty: 793.888062 Iteration 2F: 3 clusters Score -325397.4 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -325613.093750 Penalty: 793.888062 Iteration 3F: 3 clusters Score -325613.1 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -325798.781250 Penalty: 793.888062 Iteration 4F: 3 clusters Score -325798.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -325973.031250 Penalty: 793.888062 Iteration 5F: 3 clusters Score -325973 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -326163.093750 Penalty: 793.888062 Iteration 6Q: 3 clusters Score -326163.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -326393.000000 Penalty: 793.888062 Iteration 7F: 3 clusters Score -326393 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -326624.531250 Penalty: 793.888062 Iteration 8Q: 3 clusters Score -326624.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -326866.281250 Penalty: 793.888062 Iteration 9Q: 3 clusters Score -326866.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -327065.406250 Penalty: 793.888062 Iteration 10Q: 3 clusters Score -327065.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -327157.531250 Penalty: 793.888062 Iteration 11Q: 3 clusters Score -327157.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -327202.781250 Penalty: 793.888062 Iteration 12Q: 3 clusters Score -327202.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -327237.281250 Penalty: 793.888062 Iteration 13Q: 3 clusters Score -327237.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -327267.781250 Penalty: 793.888062 Iteration 14Q: 3 clusters Score -327267.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -327301.281250 Penalty: 793.888062 Iteration 15Q: 3 clusters Score -327301.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -327322.906250 Penalty: 793.888062 Iteration 16Q: 3 clusters Score -327322.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -327331.218750 Penalty: 793.888062 Iteration 17Q: 3 clusters Score -327331.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -327339.312500 Penalty: 793.888062 Iteration 18Q: 3 clusters Score -327339.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -327350.156250 Penalty: 793.888062 Iteration 19Q: 3 clusters Score -327350.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -327357.625000 Penalty: 793.888062 Iteration 20F: 3 clusters Score -327357.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -327363.875000 Penalty: 793.888062 Iteration 21Q: 3 clusters Score -327363.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -327370.406250 Penalty: 793.888062 Iteration 22Q: 3 clusters Score -327370.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -327374.531250 Penalty: 793.888062 Iteration 23Q: 3 clusters Score -327374.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -327378.937500 Penalty: 793.888062 Iteration 24Q: 3 clusters Score -327378.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -327384.593750 Penalty: 793.888062 Iteration 25Q: 3 clusters Score -327384.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -327391.125000 Penalty: 793.888062 Iteration 26Q: 3 clusters Score -327391.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -327394.093750 Penalty: 793.888062 Iteration 27Q: 3 clusters Score -327394.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -327395.250000 Penalty: 793.888062 Iteration 28Q: 3 clusters Score -327395.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -327396.906250 Penalty: 793.888062 Iteration 29Q: 3 clusters Score -327396.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -327397.406250 Penalty: 793.888062 Iteration 30Q: 3 clusters Score -327397.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -327401.781250 Penalty: 793.888062 Iteration 31Q: 3 clusters Score -327401.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -327406.187500 Penalty: 793.888062 Iteration 32Q: 3 clusters Score -327406.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -327409.968750 Penalty: 793.888062 Iteration 33Q: 3 clusters Score -327410 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -327414.281250 Penalty: 793.888062 Iteration 34Q: 3 clusters Score -327414.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -327415.406250 Penalty: 793.888062 Iteration 35Q: 3 clusters Score -327415.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -327417.000000 Penalty: 793.888062 Iteration 36Q: 3 clusters Score -327417 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -327417.000000 Penalty: 793.888062 Iteration 37F: 3 clusters Score -327417 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (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: -4895.436035 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4895.436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4670.745605 Penalty: 430.994049 Iteration 0F: 3 clusters Score -4670.746 nChanged 20 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: -4695.037109 Penalty: 430.994049 Iteration 1F: 3 clusters Score -4695.037 nChanged 4 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: -4717.204590 Penalty: 430.994049 Iteration 2Q: 3 clusters Score -4717.205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -4725.456055 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -4725.456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4729.110840 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4729.111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4734.384277 Penalty: 430.994049 Iteration 5Q: 3 clusters Score -4734.384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4734.384277 Penalty: 430.994049 Iteration 6F: 3 clusters Score -4734.384 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Entering Unmasked Estep Score: -7099.206055 Penalty: 240.154221 Iteration 0F: 2 clusters Score -7099.206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6848.695312 Penalty: 480.308441 Iteration 0F: 3 clusters Score -6848.695 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -6943.924316 Penalty: 480.308441 Iteration 1F: 3 clusters Score -6943.924 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6974.425781 Penalty: 480.308441 Iteration 2F: 3 clusters Score -6974.426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6990.128906 Penalty: 480.308441 Iteration 3F: 3 clusters Score -6990.129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6994.623535 Penalty: 480.308441 Iteration 4Q: 3 clusters Score -6994.624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6994.623535 Penalty: 480.308441 Iteration 5F: 3 clusters Score -6994.624 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (2751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Entering Unmasked Estep Score: -160912.734375 Penalty: 360.347260 Iteration 0F: 2 clusters Score -160912.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -159010.343750 Penalty: 720.694519 Iteration 0F: 3 clusters Score -159010.3 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -159690.453125 Penalty: 720.694519 Iteration 1F: 3 clusters Score -159690.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -159782.000000 Penalty: 720.694519 Iteration 2F: 3 clusters Score -159782 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -159870.968750 Penalty: 720.694519 Iteration 3F: 3 clusters Score -159871 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -159940.328125 Penalty: 720.694519 Iteration 4F: 3 clusters Score -159940.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -159991.453125 Penalty: 720.694519 Iteration 5Q: 3 clusters Score -159991.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -160026.140625 Penalty: 720.694519 Iteration 6Q: 3 clusters Score -160026.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -160047.953125 Penalty: 720.694519 Iteration 7Q: 3 clusters Score -160048 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -160063.781250 Penalty: 720.694519 Iteration 8Q: 3 clusters Score -160063.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -160086.265625 Penalty: 720.694519 Iteration 9Q: 3 clusters Score -160086.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -160115.546875 Penalty: 720.694519 Iteration 10Q: 3 clusters Score -160115.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -160145.906250 Penalty: 720.694519 Iteration 11Q: 3 clusters Score -160145.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -160179.781250 Penalty: 720.694519 Iteration 12Q: 3 clusters Score -160179.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -160217.734375 Penalty: 720.694519 Iteration 13Q: 3 clusters Score -160217.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -160260.218750 Penalty: 720.694519 Iteration 14Q: 3 clusters Score -160260.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -160296.281250 Penalty: 720.694519 Iteration 15Q: 3 clusters Score -160296.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -160324.359375 Penalty: 720.694519 Iteration 16Q: 3 clusters Score -160324.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -160355.828125 Penalty: 720.694519 Iteration 17Q: 3 clusters Score -160355.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -160395.796875 Penalty: 720.694519 Iteration 18Q: 3 clusters Score -160395.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -160430.500000 Penalty: 720.694519 Iteration 19Q: 3 clusters Score -160430.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -160465.359375 Penalty: 720.694519 Iteration 20F: 3 clusters Score -160465.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -160491.703125 Penalty: 720.694519 Iteration 21Q: 3 clusters Score -160491.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -160523.437500 Penalty: 720.694519 Iteration 22Q: 3 clusters Score -160523.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -160547.937500 Penalty: 720.694519 Iteration 23Q: 3 clusters Score -160547.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -160570.781250 Penalty: 720.694519 Iteration 24Q: 3 clusters Score -160570.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -160587.625000 Penalty: 720.694519 Iteration 25Q: 3 clusters Score -160587.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -160603.484375 Penalty: 720.694519 Iteration 26Q: 3 clusters Score -160603.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -160614.015625 Penalty: 720.694519 Iteration 27Q: 3 clusters Score -160614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -160617.796875 Penalty: 720.694519 Iteration 28Q: 3 clusters Score -160617.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -160624.281250 Penalty: 720.694519 Iteration 29Q: 3 clusters Score -160624.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -160629.484375 Penalty: 720.694519 Iteration 30Q: 3 clusters Score -160629.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -160635.125000 Penalty: 720.694519 Iteration 31Q: 3 clusters Score -160635.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -160635.765625 Penalty: 720.694519 Iteration 32Q: 3 clusters Score -160635.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -160636.421875 Penalty: 720.694519 Iteration 33Q: 3 clusters Score -160636.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -160637.015625 Penalty: 720.694519 Iteration 34Q: 3 clusters Score -160637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -160637.281250 Penalty: 720.694519 Iteration 35Q: 3 clusters Score -160637.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -160637.390625 Penalty: 720.694519 Iteration 36Q: 3 clusters Score -160637.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -160638.125000 Penalty: 720.694519 Iteration 37Q: 3 clusters Score -160638.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -160639.656250 Penalty: 720.694519 Iteration 38Q: 3 clusters Score -160639.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -160641.734375 Penalty: 720.694519 Iteration 39Q: 3 clusters Score -160641.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -160642.000000 Penalty: 720.694519 Iteration 40F: 3 clusters Score -160642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -160642.515625 Penalty: 720.694519 Iteration 41Q: 3 clusters Score -160642.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -160642.515625 Penalty: 720.694519 Iteration 42F: 3 clusters Score -160642.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Entering Unmasked Estep Score: -82053.781250 Penalty: 334.243469 Iteration 0F: 2 clusters Score -82053.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -80869.781250 Penalty: 668.486938 Iteration 0F: 3 clusters Score -80869.78 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -81227.140625 Penalty: 668.486938 Iteration 1F: 3 clusters Score -81227.14 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -81291.109375 Penalty: 668.486938 Iteration 2F: 3 clusters Score -81291.11 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -81357.742188 Penalty: 668.486938 Iteration 3F: 3 clusters Score -81357.74 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -81433.117188 Penalty: 668.486938 Iteration 4F: 3 clusters Score -81433.12 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -81502.351562 Penalty: 668.486938 Iteration 5F: 3 clusters Score -81502.35 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -81553.109375 Penalty: 668.486938 Iteration 6Q: 3 clusters Score -81553.11 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -81596.578125 Penalty: 668.486938 Iteration 7Q: 3 clusters Score -81596.58 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -81625.867188 Penalty: 668.486938 Iteration 8Q: 3 clusters Score -81625.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -81646.882812 Penalty: 668.486938 Iteration 9Q: 3 clusters Score -81646.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -81661.007812 Penalty: 668.486938 Iteration 10Q: 3 clusters Score -81661.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -81672.125000 Penalty: 668.486938 Iteration 11Q: 3 clusters Score -81672.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -81686.562500 Penalty: 668.486938 Iteration 12Q: 3 clusters Score -81686.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -81696.734375 Penalty: 668.486938 Iteration 13Q: 3 clusters Score -81696.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -81706.101562 Penalty: 668.486938 Iteration 14Q: 3 clusters Score -81706.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -81713.609375 Penalty: 668.486938 Iteration 15Q: 3 clusters Score -81713.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -81724.164062 Penalty: 668.486938 Iteration 16Q: 3 clusters Score -81724.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -81730.195312 Penalty: 668.486938 Iteration 17Q: 3 clusters Score -81730.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -81735.812500 Penalty: 668.486938 Iteration 18Q: 3 clusters Score -81735.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -81744.539062 Penalty: 668.486938 Iteration 19Q: 3 clusters Score -81744.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -81752.375000 Penalty: 668.486938 Iteration 20F: 3 clusters Score -81752.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -81757.789062 Penalty: 668.486938 Iteration 21Q: 3 clusters Score -81757.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -81762.429688 Penalty: 668.486938 Iteration 22Q: 3 clusters Score -81762.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -81766.078125 Penalty: 668.486938 Iteration 23Q: 3 clusters Score -81766.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -81769.101562 Penalty: 668.486938 Iteration 24Q: 3 clusters Score -81769.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -81770.632812 Penalty: 668.486938 Iteration 25Q: 3 clusters Score -81770.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -81771.000000 Penalty: 668.486938 Iteration 26Q: 3 clusters Score -81771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -81771.304688 Penalty: 668.486938 Iteration 27Q: 3 clusters Score -81771.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -81771.304688 Penalty: 668.486938 Iteration 28F: 3 clusters Score -81771.3 nChanged 0 21->34 Clusters: Score -21382486.000000, best is -21382428.000000 THE BEST YET! Main iterations: 468 (time per=2304.826525ms) Total iterations: 15145 (time per=71.222107ms) Iterations metric 2: 75771912192.000000 (time per=14.235602ns) Iterations metric 3: 909258326016.000000 (time per=1186.306226ps) That took 1078.658813 seconds.